Introduction

Real-world data rarely comes clean. Using Python and its libraries,we will gather data from a variety of sources and in a variety of formats, assess its quality and tidiness, then clean it. This is called data wrangling.

The dataset that we will be wrangling (and analyzing and visualizing) is the tweet archive of Twitter user @dog_rates, also known as WeRateDogs. WeRateDogs is a Twitter account that rates people's dogs with a humorous comment about the dog. These ratings almost always have a denominator of 10. The numerators, though? Almost always greater than 10. 11/10, 12/10, 13/10, etc. Why? Because "they're good dogs Brent." WeRateDogs has over 4 million followers and has received international media coverage.

WeRateDogs banner image.png

Step 1:Gather

In this step,we will obtain data from three sources

  • The WeRateDogs Twitter archive which has been provided to us which contains basic tweet data for all 5000+ of their tweets
  • The tweet image predictions that contains image predictions that classify dog breeds
  • Additional data from the Twitter API that contains retweet count and favorite count
In [1]:
#Importing Libraries
import pandas as pd
import numpy as np
import requests
import tweepy
import json
from IPython.display import set_matplotlib_formats
set_matplotlib_formats('pdf', 'svg')
In [2]:
#Gathering data from the twitter archive
archive=pd.read_csv('/content/twitter-archive-enhanced.csv')
archive.head()
Out[2]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" r... This is Phineas. He's a mystical boy. Only eve... NaN NaN NaN https://twitter.com/dog_rates/status/892420643... 13 10 Phineas None None None None
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" r... This is Tilly. She's just checking pup on you.... NaN NaN NaN https://twitter.com/dog_rates/status/892177421... 13 10 Tilly None None None None
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" r... This is Archie. He is a rare Norwegian Pouncin... NaN NaN NaN https://twitter.com/dog_rates/status/891815181... 12 10 Archie None None None None
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" r... This is Darla. She commenced a snooze mid meal... NaN NaN NaN https://twitter.com/dog_rates/status/891689557... 13 10 Darla None None None None
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" r... This is Franklin. He would like you to stop ca... NaN NaN NaN https://twitter.com/dog_rates/status/891327558... 12 10 Franklin None None None None
In [3]:
#Gathering image predictions data from server
image_predictions = requests.get('https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv',allow_redirects=True)

open('image_predictions.tsv','wb').write(image_predictions.content)
Out[3]:
335079
In [4]:
images=pd.read_csv('image_predictions.tsv',sep='\t')
images.head()
Out[4]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True
In [5]:
#Gathering data from the twitter API
tweets=pd.read_json('/content/tweets.txt',lines=True)
tweets.head()
Out[5]:
created_at id id_str full_text truncated display_text_range entities extended_entities source in_reply_to_status_id ... favorite_count favorited retweeted possibly_sensitive possibly_sensitive_appealable lang retweeted_status quoted_status_id quoted_status_id_str quoted_status
0 2017-08-01 16:23:56+00:00 892420643555336193 892420643555336192 This is Phineas. He's a mystical boy. Only eve... False [0, 85] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 892420639486877696, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 39467 False False 0.0 0.0 en NaN NaN NaN NaN
1 2017-08-01 00:17:27+00:00 892177421306343426 892177421306343424 This is Tilly. She's just checking pup on you.... False [0, 138] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 892177413194625024, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 33819 False False 0.0 0.0 en NaN NaN NaN NaN
2 2017-07-31 00:18:03+00:00 891815181378084864 891815181378084864 This is Archie. He is a rare Norwegian Pouncin... False [0, 121] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 891815175371796480, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 25461 False False 0.0 0.0 en NaN NaN NaN NaN
3 2017-07-30 15:58:51+00:00 891689557279858688 891689557279858688 This is Darla. She commenced a snooze mid meal... False [0, 79] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 891689552724799489, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 42908 False False 0.0 0.0 en NaN NaN NaN NaN
4 2017-07-29 16:00:24+00:00 891327558926688256 891327558926688256 This is Franklin. He would like you to stop ca... False [0, 138] {'hashtags': [{'text': 'BarkWeek', 'indices': ... {'media': [{'id': 891327551943041024, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 41048 False False 0.0 0.0 en NaN NaN NaN NaN

5 rows × 31 columns

Step 2:Assess Data

When assessing, you're inspecting your data set for two things:

  • Data quality issues:

    • Completeness: do we have all of the records that we should? Do we have missing records or not? Are there specific rows, columns, or cells missing?

    • Validity: we have the records, but they're not valid, i.e., they don't conform to a defined schema. A schema is a defined set of rules for data. These rules can be real-world constraints (e.g. negative height is impossible) and table-specific constraints (e.g. unique key constraints in tables).

    • Accuracy: inaccurate data is wrong data that is valid. It adheres to the defined schema, but it is still incorrect.

    • Consistency: inconsistent data is both valid and accurate, but there are multiple correct ways of referring to the same thing. Consistency, i.e., a standard format, in columns that represent the same data across tables and/or within tables is desired.

  • Lack of tidiness: Data that has specific structural issues that slow you down when cleaning and analyzing, visualizing, or modeling your data later.
    • Each variable forms a column
    • Each variable forms a row
    • Each type of observational unit forms a table

We will perform this using Visual & Programmatic methods

Visual Assessment

In [6]:
#Archive data
archive
Out[6]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" r... This is Phineas. He's a mystical boy. Only eve... NaN NaN NaN https://twitter.com/dog_rates/status/892420643... 13 10 Phineas None None None None
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" r... This is Tilly. She's just checking pup on you.... NaN NaN NaN https://twitter.com/dog_rates/status/892177421... 13 10 Tilly None None None None
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" r... This is Archie. He is a rare Norwegian Pouncin... NaN NaN NaN https://twitter.com/dog_rates/status/891815181... 12 10 Archie None None None None
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" r... This is Darla. She commenced a snooze mid meal... NaN NaN NaN https://twitter.com/dog_rates/status/891689557... 13 10 Darla None None None None
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" r... This is Franklin. He would like you to stop ca... NaN NaN NaN https://twitter.com/dog_rates/status/891327558... 12 10 Franklin None None None None
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
2351 666049248165822465 NaN NaN 2015-11-16 00:24:50 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a 1949 1st generation vulpix. Enj... NaN NaN NaN https://twitter.com/dog_rates/status/666049248... 5 10 None None None None None
2352 666044226329800704 NaN NaN 2015-11-16 00:04:52 +0000 <a href="http://twitter.com/download/iphone" r... This is a purebred Piers Morgan. Loves to Netf... NaN NaN NaN https://twitter.com/dog_rates/status/666044226... 6 10 a None None None None
2353 666033412701032449 NaN NaN 2015-11-15 23:21:54 +0000 <a href="http://twitter.com/download/iphone" r... Here is a very happy pup. Big fan of well-main... NaN NaN NaN https://twitter.com/dog_rates/status/666033412... 9 10 a None None None None
2354 666029285002620928 NaN NaN 2015-11-15 23:05:30 +0000 <a href="http://twitter.com/download/iphone" r... This is a western brown Mitsubishi terrier. Up... NaN NaN NaN https://twitter.com/dog_rates/status/666029285... 7 10 a None None None None
2355 666020888022790149 NaN NaN 2015-11-15 22:32:08 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a Japanese Irish Setter. Lost eye... NaN NaN NaN https://twitter.com/dog_rates/status/666020888... 8 10 None None None None None

2356 rows × 17 columns

In [7]:
#Image predictions data
images
Out[7]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True
... ... ... ... ... ... ... ... ... ... ... ... ...
2070 891327558926688256 https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg 2 basset 0.555712 True English_springer 0.225770 True German_short-haired_pointer 0.175219 True
2071 891689557279858688 https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg 1 paper_towel 0.170278 False Labrador_retriever 0.168086 True spatula 0.040836 False
2072 891815181378084864 https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg 1 Chihuahua 0.716012 True malamute 0.078253 True kelpie 0.031379 True
2073 892177421306343426 https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg 1 Chihuahua 0.323581 True Pekinese 0.090647 True papillon 0.068957 True
2074 892420643555336193 https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg 1 orange 0.097049 False bagel 0.085851 False banana 0.076110 False

2075 rows × 12 columns

In [8]:
#Tweets data
tweets
Out[8]:
created_at id id_str full_text truncated display_text_range entities extended_entities source in_reply_to_status_id ... favorite_count favorited retweeted possibly_sensitive possibly_sensitive_appealable lang retweeted_status quoted_status_id quoted_status_id_str quoted_status
0 2017-08-01 16:23:56+00:00 892420643555336193 892420643555336192 This is Phineas. He's a mystical boy. Only eve... False [0, 85] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 892420639486877696, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 39467 False False 0.0 0.0 en NaN NaN NaN NaN
1 2017-08-01 00:17:27+00:00 892177421306343426 892177421306343424 This is Tilly. She's just checking pup on you.... False [0, 138] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 892177413194625024, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 33819 False False 0.0 0.0 en NaN NaN NaN NaN
2 2017-07-31 00:18:03+00:00 891815181378084864 891815181378084864 This is Archie. He is a rare Norwegian Pouncin... False [0, 121] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 891815175371796480, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 25461 False False 0.0 0.0 en NaN NaN NaN NaN
3 2017-07-30 15:58:51+00:00 891689557279858688 891689557279858688 This is Darla. She commenced a snooze mid meal... False [0, 79] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 891689552724799489, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 42908 False False 0.0 0.0 en NaN NaN NaN NaN
4 2017-07-29 16:00:24+00:00 891327558926688256 891327558926688256 This is Franklin. He would like you to stop ca... False [0, 138] {'hashtags': [{'text': 'BarkWeek', 'indices': ... {'media': [{'id': 891327551943041024, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 41048 False False 0.0 0.0 en NaN NaN NaN NaN
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
2349 2015-11-16 00:24:50+00:00 666049248165822465 666049248165822464 Here we have a 1949 1st generation vulpix. Enj... False [0, 120] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 666049244999131136, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 111 False False 0.0 0.0 en NaN NaN NaN NaN
2350 2015-11-16 00:04:52+00:00 666044226329800704 666044226329800704 This is a purebred Piers Morgan. Loves to Netf... False [0, 137] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 666044217047650304, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 311 False False 0.0 0.0 en NaN NaN NaN NaN
2351 2015-11-15 23:21:54+00:00 666033412701032449 666033412701032448 Here is a very happy pup. Big fan of well-main... False [0, 130] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 666033409081393153, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 128 False False 0.0 0.0 en NaN NaN NaN NaN
2352 2015-11-15 23:05:30+00:00 666029285002620928 666029285002620928 This is a western brown Mitsubishi terrier. Up... False [0, 139] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 666029276303482880, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 132 False False 0.0 0.0 en NaN NaN NaN NaN
2353 2015-11-15 22:32:08+00:00 666020888022790149 666020888022790144 Here we have a Japanese Irish Setter. Lost eye... False [0, 131] {'hashtags': [], 'symbols': [], 'user_mentions... {'media': [{'id': 666020881337073664, 'id_str'... <a href="http://twitter.com/download/iphone" r... NaN ... 2535 False False 0.0 0.0 en NaN NaN NaN NaN

2354 rows × 31 columns

Programmatic Assessment

In [9]:
#Checking for missing data
archive.isnull().sum()
Out[9]:
tweet_id                         0
in_reply_to_status_id         2278
in_reply_to_user_id           2278
timestamp                        0
source                           0
text                             0
retweeted_status_id           2175
retweeted_status_user_id      2175
retweeted_status_timestamp    2175
expanded_urls                   59
rating_numerator                 0
rating_denominator               0
name                             0
doggo                            0
floofer                          0
pupper                           0
puppo                            0
dtype: int64

Completeness

We have missing data in the columns ; 'in_reply_to_status_id', 'in_reply_to_user_id', 'timestamp', 'source', 'text', 'retweeted_status_id', 'retweeted_status_user_id', 'retweeted_status_timestamp' & 'expanded_urls' The missing data in the rest of the columns save for expanded_urls are insignificant as they are optional and belong to retweets ,which are further going to be deleted later on.

Let us look into the missing data in the expanded_urls column

In [10]:
archive.expanded_urls.value_counts()
Out[10]:
https://twitter.com/dog_rates/status/667152164079423490/photo/1                                                                                                                                                                                                    2
https://twitter.com/dog_rates/status/718631497683582976/photo/1                                                                                                                                                                                                    2
https://twitter.com/dog_rates/status/783839966405230592/photo/1,https://twitter.com/dog_rates/status/783839966405230592/photo/1,https://twitter.com/dog_rates/status/783839966405230592/photo/1                                                                    2
https://twitter.com/dog_rates/status/774314403806253056/photo/1,https://twitter.com/dog_rates/status/774314403806253056/photo/1,https://twitter.com/dog_rates/status/774314403806253056/photo/1,https://twitter.com/dog_rates/status/774314403806253056/photo/1    2
https://twitter.com/dog_rates/status/781524693396357120/photo/1                                                                                                                                                                                                    2
                                                                                                                                                                                                                                                                  ..
https://twitter.com/dog_rates/status/763837565564780549/photo/1                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/764259802650378240/photo/1,https://twitter.com/dog_rates/status/764259802650378240/photo/1                                                                                                                                    1
https://twitter.com/dog_rates/status/764857477905154048/photo/1                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/765222098633691136/photo/1                                                                                                                                                                                                    1
https://twitter.com/dog_rates/status/666020888022790149/photo/1                                                                                                                                                                                                    1
Name: expanded_urls, Length: 2218, dtype: int64
In [11]:
archive.expanded_urls.duplicated().sum()
Out[11]:
137

We have 137 duplicated urls which could be accounted for by presence of retweets,let us check if we have duplicates in the original tweets

In [12]:
duplicated_urls=archive[archive.expanded_urls.duplicated()]
duplicated_urls.to_csv('duplicated_urls.csv')
In [13]:
archive['tweet_id'].duplicated().sum()
Out[13]:
0

From assessment gathered,we have one tweet that is duplicated and is not a retweet.Which will need to be cleaned.

image.png

In [14]:
images['jpg_url'].duplicated().sum()
Out[14]:
66

We have duplicated images in the jpg_url column

In [15]:
#Checking for missing data 
images.isnull().sum()
Out[15]:
tweet_id    0
jpg_url     0
img_num     0
p1          0
p1_conf     0
p1_dog      0
p2          0
p2_conf     0
p2_dog      0
p3          0
p3_conf     0
p3_dog      0
dtype: int64
In [16]:
#Checking for duplicates
images['tweet_id'].duplicated().value_counts()
Out[16]:
False    2075
Name: tweet_id, dtype: int64
In [17]:
#Checking for missing data 
tweets.isnull().sum()
Out[17]:
created_at                          0
id                                  0
id_str                              0
full_text                           0
truncated                           0
display_text_range                  0
entities                            0
extended_entities                 281
source                              0
in_reply_to_status_id            2276
in_reply_to_status_id_str        2276
in_reply_to_user_id              2276
in_reply_to_user_id_str          2276
in_reply_to_screen_name          2276
user                                0
geo                              2354
coordinates                      2354
place                            2353
contributors                     2354
is_quote_status                     0
retweet_count                       0
favorite_count                      0
favorited                           0
retweeted                           0
possibly_sensitive                143
possibly_sensitive_appealable     143
lang                                0
retweeted_status                 2175
quoted_status_id                 2325
quoted_status_id_str             2325
quoted_status                    2326
dtype: int64
In [18]:
#Checking for duplicates 
tweets['id'].duplicated().value_counts()
Out[18]:
False    2354
Name: id, dtype: int64

We have missing data in the tweets dataset from 16 columns

Validity

In [19]:
pd.set_option('display.max_rows', None)
In [20]:
archive['name'].value_counts().sort_values(ascending=False)
Out[20]:
None              745
a                  55
Charlie            12
Cooper             11
Lucy               11
Oliver             11
Tucker             10
Penny              10
Lola               10
Winston             9
Bo                  9
Sadie               8
the                 8
Toby                7
an                  7
Bailey              7
Buddy               7
Daisy               7
Dave                6
Milo                6
Jax                 6
Scout               6
Jack                6
Koda                6
Bella               6
Rusty               6
Stanley             6
Oscar               6
Leo                 6
Bentley             5
Larry               5
George              5
Finn                5
Oakley              5
very                5
Phil                5
Sunny               5
Chester             5
Gus                 5
Sammy               5
Louis               5
Alfie               5
one                 4
Sophie              4
Sampson             4
Boomer              4
Winnie              4
Gary                4
Archie              4
Jeffrey             4
Gerald              4
Moose               4
Cassie              4
Maximus             4
Bear                4
Bruce               4
Beau                4
Derek               4
Shadow              4
Brody               4
just                4
quite               4
Chip                4
Reginald            4
Clark               4
Loki                4
Walter              4
Reggie              4
Hank                4
Scooter             4
Duke                4
Clarence            4
Maggie              4
Luna                4
Maddie              4
Dexter              4
Jerry               4
Carl                4
Ruby                4
Riley               4
Sebastian           3
Arnie               3
Klevin              3
Zoey                3
Ellie               3
Zeke                3
Wilson              3
Calvin              3
Mia                 3
Wallace             3
Lorenzo             3
Malcolm             3
Frankie             3
Samson              3
Paisley             3
Steven              3
Gizmo               3
Ted                 3
Max                 3
Jimothy             3
Rosie               3
Reese               3
Rory                3
Waffles             3
Earl                3
Nala                3
Louie               3
Otis                3
Doug                3
Colby               3
Wyatt               3
Lily                3
Coco                3
Kyle                3
Olive               3
Peaches             3
Vincent             3
Eve                 2
Chompsky            2
Rufus               2
Jiminy              2
Griffin             2
Rocco               2
Albert              2
Patrick             2
Kreg                2
Odie                2
Luca                2
Lennon              2
Cupcake             2
Emmy                2
Ken                 2
Pipsy               2
Nelly               2
Rubio               2
Ava                 2
Watson              2
Frank               2
Carly               2
Fred                2
Penelope            2
Finley              2
Solomon             2
Hurley              2
Bell                2
Dash                2
Linda               2
Chipson             2
Harper              2
Kenny               2
Sandy               2
Lincoln             2
Terrance            2
Jackson             2
Kirby               2
Lou                 2
Jeph                2
Piper               2
Hammond             2
Ash                 2
Kyro                2
not                 2
Romeo               2
Harold              2
Astrid              2
Gidget              2
Cody                2
Dawn                2
Sierra              2
Cash                2
Pickles             2
Kevin               2
Eli                 2
Gabe                2
Balto               2
Pablo               2
Franklin            2
Jimison             2
Hercules            2
Canela              2
Mattie              2
Roosevelt           2
Bungalo             2
Jamesy              2
Aspen               2
Indie               2
Stephan             2
Jesse               2
Elliot              2
Logan               2
Moreton             2
Klein               2
Fiona               2
Yogi                2
Benedict            2
Alice               2
Lilly               2
Churlie             2
Hobbes              2
Trooper             2
Belle               2
Quinn               2
Neptune             2
Albus               2
Fizz                2
Keith               2
Gromit              2
Olivia              2
Timison             2
Paull               2
Titan               2
Levi                2
Layla               2
Stubert             2
Rizzy               2
Baloo               2
Betty               2
Herschel            2
Butter              2
Mister              2
Lenny               2
Doc                 2
Juno                2
Anakin              2
Bernie              2
Marley              2
Phineas             2
Davey               2
Oshie               2
Meyer               2
Rocky               2
Dakota              2
Benji               2
Philbert            2
Django              2
Sansa               2
Moe                 2
Misty               2
Herm                2
Cali                2
Kenneth             2
Chelsea             2
Happy               2
Ollie               2
Leela               2
Sam                 2
Hunter              2
Seamus              2
Tyrone              2
Atlas               2
Nollie              2
Tyr                 2
Blitz               2
Remington           2
Chuckles            2
Thumas              2
Curtis              2
Calbert             2
Chet                2
Bubbles             2
Coops               2
Ozzy                2
Smokey              2
Flávio              2
CeCe                2
Pippa               2
Panda               2
Bob                 2
Sarge               2
Keurig              2
Baxter              2
Raymond             2
Atticus             2
Bisquick            2
Abby                2
Axel                2
Kilo                2
Kreggory            2
Terry               2
Phred               2
Crystal             2
Charles             2
Herald              2
Theodore            2
Maxaroni            2
getting             2
Brad                2
Opal                2
mad                 2
Oliviér             2
actually            2
Shaggy              2
Wally               2
Percy               2
Sugar               2
Noah                1
Jordy               1
Grizzwald           1
Alfy                1
Koko                1
Rey                 1
Duddles             1
Snoopy              1
Shikha              1
Milky               1
Thor                1
Mookie              1
Jarvis              1
Mimosa              1
Brady               1
Margo               1
Tycho               1
Monty               1
Maisey              1
Stuart              1
Aja                 1
Jimbo               1
Lili                1
Arlo                1
Meatball            1
Zooey               1
Jersey              1
Burt                1
Venti               1
Dante               1
Orion               1
Roscoe              1
Darla               1
Bruno               1
Jim                 1
Ralphus             1
such                1
Maya                1
Mingus              1
Sojourner           1
Benny               1
Meera               1
Callie              1
Sailor              1
Iggy                1
Snoop               1
Noosh               1
Odin                1
Georgie             1
Rontu               1
Cannon              1
Ralphy              1
Stella              1
Jiminus             1
Lillie              1
Coleman             1
Enchilada           1
all                 1
Clifford            1
Rueben              1
General             1
Wiggles             1
Jarod               1
Willow              1
Tobi                1
Sunshine            1
Lipton              1
Gabby               1
Bronte              1
Poppy               1
Rhino               1
Vixen               1
Rumpole             1
Barney              1
Tuck                1
Furzey              1
Cermet              1
Marlee              1
Arya                1
Einstein            1
Dewey               1
Sky                 1
Ginger              1
Ralphie             1
Pawnd               1
Pilot               1
Ike                 1
Mo                  1
Akumi               1
Alf                 1
Chubbs              1
Dobby               1
Sobe                1
Longfellow          1
Iroh                1
Pancake             1
Snicku              1
Mack                1
Nimbus              1
Laika               1
Maude               1
Cupid               1
Boots               1
Rumble              1
Kona                1
Karll               1
Dudley              1
Comet               1
Harlso              1
Crawford            1
Smiley              1
Sailer              1
Emanuel             1
Kuyu                1
Dutch               1
Pete                1
Mutt                1
Doobert             1
Beebop              1
Alexander           1
Brutus              1
Sweet               1
Newt                1
Nida                1
Robin               1
Monster             1
Major               1
Shooter             1
Diogi               1
Sonny               1
Severus             1
Miguel              1
Eevee               1
Brownie             1
Napolean            1
Goose               1
Nugget              1
Jed                 1
Monkey              1
Harry               1
Kody                1
Lassie              1
Rover               1
incredibly          1
Ito                 1
Pavlov              1
Ronnie              1
BeBe                1
Remus               1
Mabel               1
Mosby               1
Chef                1
Mauve               1
Bones               1
Eleanor             1
Craig               1
Baron               1
Bauer               1
Swagger             1
Brandi              1
Mary                1
Halo                1
Augie               1
Cilantro            1
Gilbert             1
Sprout              1
Rizzo               1
Dallas              1
Hero                1
Stormy              1
Mairi               1
Loomis              1
Deacon              1
Blue                1
Timmy               1
Combo               1
Jay                 1
Mya                 1
Strider             1
Wesley              1
Huck                1
O                   1
Shelby              1
Sephie              1
Pinot               1
Dale                1
Dixie               1
Godi                1
Carbon              1
DonDon              1
Chevy               1
Tito                1
Brudge              1
Heinrich            1
Shadoe              1
Angel               1
Brat                1
Tove                1
my                  1
Aubie               1
Kota                1
Glenn               1
Shakespeare         1
Sprinkles           1
Stark               1
Bonaparte           1
Tilly               1
Spanky              1
Jameson             1
Rose                1
Theo                1
Fido                1
Emma                1
Spencer             1
Lilli               1
Boston              1
Brandonald          1
Corey               1
Leonard             1
Beckham             1
Devón               1
Gert                1
Dex                 1
Ace                 1
Tayzie              1
Grizzie             1
Timber              1
Zoe                 1
Stewie              1
Wishes              1
Blu                 1
Dietrich            1
Divine              1
Tripp               1
his                 1
Cora                1
Bookstore           1
Linus               1
Lilah               1
Shiloh              1
Gustav              1
Arlen               1
Lenox               1
Harvey              1
Blanket             1
Geno                1
Al                  1
Willem              1
Bloop               1
Storkson            1
Chadrick            1
Buckley             1
Stefan              1
Livvie              1
Hermione            1
Ralpher             1
Aldrick             1
this                1
unacceptable        1
Rooney              1
Ziva                1
Harnold             1
Sid                 1
Carper              1
Vince               1
Sora                1
Beemo               1
Remy                1
Bayley              1
Grey                1
Simba               1
Ashleigh            1
Puff                1
Luther              1
Ivar                1
Jangle              1
Schnitzel           1
Berkeley            1
Ralphé              1
Charleson           1
Clyde               1
Flurpson            1
Pupcasso            1
Kayla               1
Kellogg             1
Aqua                1
Chase               1
Rorie               1
Gunner              1
infuriating         1
Lacy                1
Tater               1
Ebby                1
Link                1
Jennifur            1
Bluebert            1
Stephanus           1
old                 1
Zeus                1
Bertson             1
Nico                1
Michelangelope      1
Siba                1
Travis              1
Kanu                1
Edmund              1
Beya                1
Tonks               1
Rupert              1
Skittle             1
Barclay             1
Suki                1
Malikai             1
Olaf                1
Cecil               1
Karma               1
Bowie               1
Billy               1
Walker              1
Rodney              1
Bobble              1
Alexanderson        1
River               1
Jebberson           1
Farfle              1
Staniel             1
Kane                1
Opie                1
Lance               1
Binky               1
Gin                 1
Chloe               1
Fwed                1
Claude              1
Filup               1
Kobe                1
Durg                1
Vinscent            1
Hazel               1
Lolo                1
Eriq                1
Erik                1
Rudy                1
Rambo               1
Cleopatricia        1
Oddie               1
Socks               1
Maxwell             1
Ralphson            1
Keet                1
Cuddles             1
Hall                1
Bradlay             1
Crouton             1
Brian               1
Yoda                1
Coopson             1
Carter              1
Dook                1
Grady               1
Jessiga             1
Eazy                1
Murphy              1
Kaia                1
Fillup              1
Miley               1
Daniel              1
Philippe            1
Charl               1
Reagan              1
Yukon               1
Geoff               1
Covach              1
Lucia               1
Cedrick             1
Lulu                1
Finnegus            1
Henry               1
Bobbay              1
Mitch               1
Creg                1
Antony              1
Trigger             1
Kaiya               1
Acro                1
Mason               1
Arnold              1
Andy                1
Aiden               1
Sage                1
Obie                1
Amy                 1
Patch               1
Bobb                1
Molly               1
Tedrick             1
Stu                 1
Bilbo               1
Fiji                1
Rilo                1
Freddery            1
Bodie               1
Dunkin              1
Tupawc              1
Brandy              1
Clybe               1
Amber               1
Edgar               1
Teddy               1
Kingsley            1
Brockly             1
Richie              1
Colin               1
Berb                1
Dot                 1
Ron                 1
Lucky               1
Terrenth            1
Trip                1
Gordon              1
Jareld              1
Bode                1
DayZ                1
Jo                  1
Hamrick             1
Gòrdón              1
Barry               1
Horace              1
Timofy              1
Kulet               1
Perry               1
Bobby               1
Winifred            1
Torque              1
Carll               1
Kial                1
Ricky               1
Dotsy               1
Marvin              1
Lizzie              1
Kallie              1
Ember               1
Frönq               1
Blakely             1
Jockson             1
Ambrose             1
Jomathan            1
Marq                1
Kramer              1
Maks                1
Derby               1
Pubert              1
Spark               1
Ferg                1
Obi                 1
Kevon               1
Tino                1
Sweets              1
Brooks              1
Petrick             1
Hubertson           1
Hanz                1
Kara                1
Skittles            1
Chesterson          1
Biden               1
Naphaniel           1
Ole                 1
Pherb               1
Blipson             1
Genevieve           1
Reptar              1
Trevith             1
Joshwa              1
Millie              1
Marty               1
Gerbald             1
Lorelei             1
Katie               1
Bruiser             1
Lupe                1
Tiger               1
Lugan               1
Kathmandu           1
Banditt             1
Banjo               1
Oreo                1
Zeek                1
Mona                1
Adele               1
Fynn                1
Zara                1
Crimson             1
Birf                1
Josep               1
Jett                1
Shnuggles           1
Tebow               1
Champ               1
Saydee              1
Dwight              1
Billl               1
Humphrey            1
Tommy               1
Juckson             1
Liam                1
Randall             1
Chuq                1
Tyrus               1
Karl                1
Godzilla            1
Fabio               1
Vinnie              1
Sandra              1
Bert                1
Striker             1
Chaz                1
Jeremy              1
Mike                1
Chuck               1
Samsom              1
Harrison            1
Griswold            1
Ozzie               1
Amélie              1
Taco                1
Joey                1
Ruffles             1
Lambeau             1
Todo                1
Tess                1
Ulysses             1
Toffee              1
Apollo              1
Tuco                1
Jaycob              1
Glacier             1
Donny               1
Butters             1
Pepper              1
Nigel               1
Izzy                1
Asher               1
Huxley              1
Clarkus             1
Autumn              1
Sundance            1
Flash               1
Howie               1
Jazzy               1
Anna                1
Wafer               1
Tom                 1
Florence            1
Dido                1
Duchess             1
Eugene              1
Strudel             1
Raphael             1
Jessifer            1
Crumpet             1
Kollin              1
Tassy               1
Ben                 1
Evy                 1
Ralph               1
officially          1
Rascal              1
Ronduh              1
Skye                1
Jerome              1
Shawwn              1
Kloey               1
Andru               1
Tug                 1
Tango               1
Julio               1
Grizz               1
William             1
Rinna               1
life                1
Kendall             1
Jeffri              1
Norman              1
Scott               1
Dylan               1
Taz                 1
Darby               1
Jackie              1
light               1
Jazz                1
Franq               1
Pippin              1
Rolf                1
Batdog              1
Snickers            1
Ridley              1
Cal                 1
Bradley             1
Holly               1
Rodman              1
Dug                 1
Jeb                 1
Chesney             1
Traviss             1
Jonah               1
Damon               1
Herb                1
Willy               1
Mollie              1
Edd                 1
Laela               1
Bloo                1
Pluto               1
Ester               1
Danny               1
Tedders             1
Jeffrie             1
Superpup            1
Rufio               1
Bubba               1
Mojo                1
Caryl               1
Leonidas            1
Buddah              1
Darrel              1
Kirk                1
Cheesy              1
Moofasa             1
Jaspers             1
Hector              1
Goliath             1
Clarq               1
Kawhi               1
Ralf                1
by                  1
Peanut              1
Sully               1
Emmie               1
Tessa               1
Willie              1
Zuzu                1
Mark                1
Ed                  1
Tanner              1
Steve               1
space               1
Mac                 1
Fletcher            1
Anthony             1
Kenzie              1
Sparky              1
Pumpkin             1
JD                  1
Julius              1
Schnozz             1
Gustaf              1
Pip                 1
Scruffers           1
Cheryl              1
Alejandro           1
Christoper          1
Name: name, dtype: int64

Some of the names like 'a','an','the','o' are not valid names and there's presence of missing names as well

Consistency

In [21]:
images.sample(5)
Out[21]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
1126 727524757080539137 https://pbs.twimg.com/media/Chiv6BAW4AAiQvH.jpg 2 Pomeranian 0.958834 True Chihuahua 0.024099 True chow 0.003941 True
1562 793500921481273345 https://pbs.twimg.com/media/CwMU34YWIAAz1nU.jpg 2 golden_retriever 0.326122 True Labrador_retriever 0.219904 True Chesapeake_Bay_retriever 0.163366 True
372 672984142909456390 https://pbs.twimg.com/media/CVbrcZyVAAA5Wpq.jpg 1 wombat 0.738780 False beaver 0.133368 False wallaby 0.032370 False
329 672082170312290304 https://pbs.twimg.com/media/CVO3KodXAAAj1de.jpg 1 hamster 0.132440 False toy_poodle 0.123962 True bubble 0.056212 False
1801 831939777352105988 https://pbs.twimg.com/media/C4uk0EWWQAAaZm1.jpg 1 Pomeranian 0.153862 True marmot 0.091234 False grey_fox 0.090644 False

The naming of the columns is not easily interpreted i.e p1 could be renamed to name to bring a more granular meaning towards the name.

In [22]:
images.dtypes
Out[22]:
tweet_id      int64
jpg_url      object
img_num       int64
p1           object
p1_conf     float64
p1_dog         bool
p2           object
p2_conf     float64
p2_dog         bool
p3           object
p3_conf     float64
p3_dog         bool
dtype: object

tweet_id should be converted to a string object

In [23]:
tweets.dtypes
Out[23]:
created_at                       datetime64[ns, UTC]
id                                             int64
id_str                                         int64
full_text                                     object
truncated                                       bool
display_text_range                            object
entities                                      object
extended_entities                             object
source                                        object
in_reply_to_status_id                        float64
in_reply_to_status_id_str                    float64
in_reply_to_user_id                          float64
in_reply_to_user_id_str                      float64
in_reply_to_screen_name                       object
user                                          object
geo                                          float64
coordinates                                  float64
place                                         object
contributors                                 float64
is_quote_status                                 bool
retweet_count                                  int64
favorite_count                                 int64
favorited                                       bool
retweeted                                       bool
possibly_sensitive                           float64
possibly_sensitive_appealable                float64
lang                                          object
retweeted_status                              object
quoted_status_id                             float64
quoted_status_id_str                         float64
quoted_status                                 object
dtype: object

tweet_id should be converted to string obect,timestamp to datetime object

In [24]:
archive['doggo'].value_counts()
Out[24]:
None     2259
doggo      97
Name: doggo, dtype: int64
In [25]:
archive.dtypes
Out[25]:
tweet_id                        int64
in_reply_to_status_id         float64
in_reply_to_user_id           float64
timestamp                      object
source                         object
text                           object
retweeted_status_id           float64
retweeted_status_user_id      float64
retweeted_status_timestamp     object
expanded_urls                  object
rating_numerator                int64
rating_denominator              int64
name                           object
doggo                          object
floofer                        object
pupper                         object
puppo                          object
dtype: object
In [26]:
archive.rating_numerator.value_counts()
Out[26]:
12      558
11      464
10      461
13      351
9       158
8       102
7        55
14       54
5        37
6        32
3        19
4        17
2         9
1         9
75        2
15        2
420       2
0         2
80        1
144       1
17        1
26        1
20        1
121       1
143       1
44        1
60        1
45        1
50        1
99        1
204       1
1776      1
165       1
666       1
27        1
182       1
24        1
960       1
84        1
88        1
Name: rating_numerator, dtype: int64
In [27]:
archive.rating_denominator.value_counts()
Out[27]:
10     2333
11        3
50        3
20        2
80        2
70        1
7         1
15        1
150       1
170       1
0         1
90        1
40        1
130       1
110       1
16        1
120       1
2         1
Name: rating_denominator, dtype: int64
In [28]:
images['p1'].value_counts()
Out[28]:
golden_retriever                  150
Labrador_retriever                100
Pembroke                           89
Chihuahua                          83
pug                                57
chow                               44
Samoyed                            43
toy_poodle                         39
Pomeranian                         38
cocker_spaniel                     30
malamute                           30
French_bulldog                     26
miniature_pinscher                 23
Chesapeake_Bay_retriever           23
seat_belt                          22
Siberian_husky                     20
German_shepherd                    20
Staffordshire_bullterrier          20
Cardigan                           19
web_site                           19
Eskimo_dog                         18
Maltese_dog                        18
Shetland_sheepdog                  18
teddy                              18
beagle                             18
Lakeland_terrier                   17
Rottweiler                         17
Shih-Tzu                           17
Italian_greyhound                  16
kuvasz                             16
West_Highland_white_terrier        14
Great_Pyrenees                     14
American_Staffordshire_terrier     13
basset                             13
Pekinese                           13
dalmatian                          13
vizsla                             13
Airedale                           12
Border_collie                      12
Old_English_sheepdog               12
kelpie                             11
Blenheim_spaniel                   11
soft-coated_wheaten_terrier        11
schipperke                         10
Bernese_mountain_dog               10
English_springer                   10
collie                             10
boxer                              10
whippet                             9
dingo                               9
malinois                            9
Great_Dane                          9
borzoi                              9
tennis_ball                         9
Boston_bull                         9
flat-coated_retriever               8
standard_poodle                     8
Yorkshire_terrier                   8
doormat                             8
Norwegian_elkhound                  8
Doberman                            8
papillon                            8
miniature_poodle                    8
English_setter                      8
Siamese_cat                         7
Border_terrier                      7
bath_towel                          7
basenji                             7
German_short-haired_pointer         7
tub                                 7
hamster                             7
swing                               7
bloodhound                          7
Norfolk_terrier                     7
Brittany_spaniel                    7
Saint_Bernard                       7
home_theater                        6
llama                               6
ice_bear                            6
Irish_terrier                       6
Irish_setter                        6
car_mirror                          6
Dandie_Dinmont                      6
redbone                             6
porcupine                           5
shopping_cart                       5
Tibetan_mastiff                     5
Walker_hound                        5
bull_mastiff                        5
Lhasa                               5
ox                                  5
minivan                             5
Bedlington_terrier                  5
hippopotamus                        5
Newfoundland                        5
brown_bear                          4
hog                                 4
bow_tie                             4
keeshond                            4
wombat                              4
Norwich_terrier                     4
jigsaw_puzzle                       4
barrow                              4
miniature_schnauzer                 4
Rhodesian_ridgeback                 4
Arctic_fox                          4
patio                               4
Mexican_hairless                    4
bluetick                            4
Gordon_setter                       4
Afghan_hound                        4
Saluki                              4
bathtub                             4
Weimaraner                          4
guinea_pig                          4
Tibetan_terrier                     4
goose                               4
balloon                             3
muzzle                              3
briard                              3
prison                              3
wood_rabbit                         3
mousetrap                           3
Greater_Swiss_Mountain_dog          3
refrigerator                        3
sea_lion                            3
toilet_tissue                       3
stone_wall                          3
white_wolf                          3
Leonberg                            3
motor_scooter                       3
space_heater                        3
ram                                 3
cowboy_hat                          3
Irish_water_spaniel                 3
Scottish_deerhound                  3
dishwasher                          3
Welsh_springer_spaniel              3
vacuum                              3
triceratops                         3
Christmas_stocking                  3
komondor                            3
ski_mask                            3
common_iguana                       3
washbasin                           3
curly-coated_retriever              3
Arabian_camel                       3
cairn                               3
window_shade                        3
Ibizan_hound                        3
jack-o'-lantern                     3
comic_book                          3
seashore                            3
Brabancon_griffon                   3
giant_schnauzer                     3
gas_pump                            2
jellyfish                           2
shower_curtain                      2
lakeside                            2
black-and-tan_coonhound             2
tusker                              2
bustard                             2
acorn_squash                        2
hen                                 2
paper_towel                         2
koala                               2
bubble                              2
leatherback_turtle                  2
Angora                              2
wire-haired_fox_terrier             2
cash_machine                        2
wallaby                             2
paddle                              2
frilled_lizard                      2
street_sign                         2
toyshop                             2
dough                               2
upright                             2
birdhouse                           2
tabby                               2
axolotl                             2
snorkel                             2
dogsled                             2
hermit_crab                         2
snail                               2
Australian_terrier                  2
hyena                               2
meerkat                             2
toy_terrier                         2
geyser                              2
feather_boa                         2
Loafer                              2
Appenzeller                         2
weasel                              2
chimpanzee                          2
laptop                              2
badger                              2
sorrel                              2
Sussex_spaniel                      2
wool                                2
ostrich                             2
box_turtle                          2
gondola                             2
tiger_shark                         1
bib                                 1
binoculars                          1
sulphur-crested_cockatoo            1
coil                                1
agama                               1
wild_boar                           1
traffic_light                       1
hotdog                              1
handkerchief                        1
espresso                            1
cup                                 1
bonnet                              1
polecat                             1
alp                                 1
coho                                1
hammer                              1
studio_couch                        1
cliff                               1
timber_wolf                         1
nail                                1
lawn_mower                          1
three-toed_sloth                    1
sunglasses                          1
desktop_computer                    1
rapeseed                            1
hand_blower                         1
peacock                             1
American_black_bear                 1
loupe                               1
school_bus                          1
cowboy_boot                         1
jersey                              1
wooden_spoon                        1
leopard                             1
mortarboard                         1
teapot                              1
military_uniform                    1
washer                              1
coffee_mug                          1
fountain                            1
pencil_box                          1
barbell                             1
grille                              1
revolver                            1
envelope                            1
syringe                             1
marmot                              1
pole                                1
basketball                          1
tricycle                            1
convertible                         1
limousine                           1
restaurant                          1
shield                              1
rotisserie                          1
bookcase                            1
conch                               1
skunk                               1
bookshop                            1
radio_telescope                     1
cougar                              1
African_grey                        1
coral_reef                          1
lion                                1
maillot                             1
Madagascar_cat                      1
Egyptian_cat                        1
silky_terrier                       1
giant_panda                         1
long-horned_beetle                  1
clumber                             1
sundial                             1
padlock                             1
pool_table                          1
quilt                               1
beach_wagon                         1
remote_control                      1
bakery                              1
pedestal                            1
four-poster                         1
cheeseburger                        1
otter                               1
suit                                1
killer_whale                        1
terrapin                            1
cuirass                             1
microwave                           1
starfish                            1
sandbar                             1
leaf_beetle                         1
lynx                                1
water_bottle                        1
toilet_seat                         1
shopping_basket                     1
robin                               1
crash_helmet                        1
slug                                1
soccer_ball                         1
African_crocodile                   1
tick                                1
ocarina                             1
bearskin                            1
bow                                 1
carton                              1
candle                              1
bee_eater                           1
china_cabinet                       1
banana                              1
dhole                               1
sea_urchin                          1
lacewing                            1
ping-pong_ball                      1
platypus                            1
scorpion                            1
flamingo                            1
microphone                          1
mud_turtle                          1
pitcher                             1
African_hunting_dog                 1
boathouse                           1
picket_fence                        1
pot                                 1
zebra                               1
piggy_bank                          1
park_bench                          1
prayer_rug                          1
stove                               1
king_penguin                        1
tailed_frog                         1
snowmobile                          1
ibex                                1
electric_fan                        1
sliding_door                        1
damselfly                           1
hare                                1
fiddler_crab                        1
bannister                           1
crane                               1
Scotch_terrier                      1
bighorn                             1
standard_schnauzer                  1
bison                               1
ice_lolly                           1
hay                                 1
dining_table                        1
groenendael                         1
beaver                              1
swab                                1
grey_fox                            1
hummingbird                         1
clog                                1
fire_engine                         1
minibus                             1
cheetah                             1
walking_stick                       1
canoe                               1
trombone                            1
book_jacket                         1
rain_barrel                         1
black-footed_ferret                 1
guenon                              1
Japanese_spaniel                    1
water_buffalo                       1
maze                                1
harp                                1
panpipe                             1
mailbox                             1
EntleBucher                         1
earthstar                           1
pillow                              1
carousel                            1
bald_eagle                          1
lorikeet                            1
orange                              1
Name: p1, dtype: int64
In [29]:
images['p2'].value_counts()
Out[29]:
Labrador_retriever                104
golden_retriever                   92
Cardigan                           73
Chihuahua                          44
Pomeranian                         42
Chesapeake_Bay_retriever           41
French_bulldog                     41
toy_poodle                         37
cocker_spaniel                     34
miniature_poodle                   33
Siberian_husky                     33
beagle                             28
Pembroke                           27
Eskimo_dog                         27
collie                             27
kuvasz                             26
Italian_greyhound                  22
American_Staffordshire_terrier     21
Pekinese                           21
chow                               20
Samoyed                            20
toy_terrier                        20
malinois                           20
miniature_pinscher                 20
Norwegian_elkhound                 19
Boston_bull                        19
Staffordshire_bullterrier          18
pug                                17
Irish_terrier                      17
kelpie                             16
Shih-Tzu                           16
basset                             15
whippet                            15
Tibetan_mastiff                    15
Great_Pyrenees                     14
bull_mastiff                       14
German_shepherd                    14
boxer                              13
Shetland_sheepdog                  13
malamute                           13
West_Highland_white_terrier        13
soft-coated_wheaten_terrier        12
black-and-tan_coonhound            12
Border_collie                      12
redbone                            12
doormat                            12
seat_belt                          12
Irish_setter                       11
borzoi                             11
Lhasa                              11
teddy                              11
groenendael                        10
English_springer                   10
Siamese_cat                        10
Brabancon_griffon                  10
Maltese_dog                         9
Welsh_springer_spaniel              9
Lakeland_terrier                    9
ice_bear                            9
Tibetan_terrier                     8
standard_poodle                     8
Great_Dane                          8
papillon                            8
Brittany_spaniel                    8
schipperke                          8
Rhodesian_ridgeback                 8
Rottweiler                          8
English_setter                      7
flat-coated_retriever               7
German_short-haired_pointer         7
Ibizan_hound                        7
Airedale                            7
Newfoundland                        7
vizsla                              7
Sussex_spaniel                      6
Norfolk_terrier                     6
llama                               6
Walker_hound                        6
Old_English_sheepdog                6
Doberman                            6
bathtub                             6
bath_towel                          6
bloodhound                          6
silky_terrier                       6
hamster                             6
guinea_pig                          6
keeshond                            6
Saint_Bernard                       6
basenji                             6
Greater_Swiss_Mountain_dog          6
bluetick                            6
Yorkshire_terrier                   5
Afghan_hound                        5
tub                                 5
Leonberg                            5
Norwich_terrier                     5
Bedlington_terrier                  5
sunglasses                          5
cairn                               4
Mexican_hairless                    4
koala                               4
dalmatian                           4
studio_couch                        4
Dandie_Dinmont                      4
Angora                              4
wire-haired_fox_terrier             4
muzzle                              4
Saluki                              4
Blenheim_spaniel                    4
weasel                              4
otterhound                          4
hog                                 4
ram                                 4
Arabian_camel                       4
Border_terrier                      4
Arctic_fox                          4
window_screen                       4
briard                              4
dishwasher                          4
sea_lion                            4
mink                                4
badger                              4
skunk                               4
Irish_wolfhound                     3
shopping_basket                     3
swab                                3
beach_wagon                         3
fountain                            3
monitor                             3
Christmas_stocking                  3
cash_machine                        3
American_black_bear                 3
tennis_ball                         3
black-footed_ferret                 3
meerkat                             3
carton                              3
feather_boa                         3
Indian_elephant                     3
oscilloscope                        3
dingo                               3
Appenzeller                         3
fur_coat                            3
miniature_schnauzer                 3
paddle                              3
hen                                 3
Weimaraner                          3
toilet_seat                         3
envelope                            3
lakeside                            3
sleeping_bag                        2
prison                              2
crossword_puzzle                    2
toyshop                             2
Scotch_terrier                      2
jaguar                              2
beaver                              2
quilt                               2
rhinoceros_beetle                   2
black_widow                         2
warthog                             2
goldfish                            2
rotisserie                          2
jean                                2
curly-coated_retriever              2
bow_tie                             2
marmot                              2
cup                                 2
loggerhead                          2
harvester                           2
wallet                              2
gibbon                              2
radiator                            2
macaque                             2
barrel                              2
bakery                              2
great_white_shark                   2
mongoose                            2
four-poster                         2
sports_car                          2
punching_bag                        2
house_finch                         2
swing                               2
American_alligator                  2
palace                              2
binoculars                          2
quill                               2
tow_truck                           2
plow                                2
bighorn                             2
tailed_frog                         2
orange                              2
cock                                2
English_foxhound                    2
hare                                2
dhole                               2
Sealyham_terrier                    2
tabby                               2
bison                               2
Persian_cat                         2
pillow                              2
Australian_terrier                  2
corn                                2
chain_saw                           2
minivan                             2
mask                                2
slug                                2
ox                                  2
giant_schnauzer                     2
entertainment_center                2
terrapin                            2
wig                                 2
prayer_rug                          2
frilled_lizard                      2
gorilla                             2
dugong                              1
laptop                              1
volcano                             1
timber_wolf                         1
crutch                              1
drake                               1
armadillo                           1
barbershop                          1
shovel                              1
African_hunting_dog                 1
printer                             1
sunglass                            1
standard_schnauzer                  1
lesser_panda                        1
spotlight                           1
grey_whale                          1
comic_book                          1
sock                                1
handkerchief                        1
sombrero                            1
coffee_mug                          1
screw                               1
minibus                             1
hatchet                             1
window_shade                        1
lawn_mower                          1
washbasin                           1
hummingbird                         1
Windsor_tie                         1
patio                               1
china_cabinet                       1
chain_mail                          1
breakwater                          1
computer_keyboard                   1
goose                               1
confectionery                       1
solar_dish                          1
table_lamp                          1
bathing_cap                         1
cliff                               1
dam                                 1
bucket                              1
jigsaw_puzzle                       1
sweatshirt                          1
white_wolf                          1
sliding_door                        1
academic_gown                       1
cowboy_hat                          1
can_opener                          1
mud_turtle                          1
rule                                1
soccer_ball                         1
racket                              1
killer_whale                        1
menu                                1
purse                               1
Bernese_mountain_dog                1
dumbbell                            1
projectile                          1
dock                                1
oxygen_mask                         1
sandbar                             1
umbrella                            1
shower_cap                          1
snorkel                             1
cab                                 1
shower_curtain                      1
komondor                            1
canoe                               1
Madagascar_cat                      1
boathouse                           1
giant_panda                         1
maillot                             1
iPod                                1
hand-held_computer                  1
barracouta                          1
necklace                            1
dining_table                        1
otter                               1
cradle                              1
sea_urchin                          1
cougar                              1
EntleBucher                         1
basketball                          1
lighter                             1
saltshaker                          1
desk                                1
television                          1
web_site                            1
wallaby                             1
banded_gecko                        1
Gila_monster                        1
folding_chair                       1
sulphur_butterfly                   1
space_heater                        1
mailbox                             1
home_theater                        1
sandal                              1
leafhopper                          1
siamang                             1
water_buffalo                       1
polecat                             1
Japanese_spaniel                    1
trench_coat                         1
cowboy_boot                         1
indri                               1
junco                               1
crib                                1
European_gallinule                  1
snowmobile                          1
streetcar                           1
cardigan                            1
bannister                           1
hair_slide                          1
porcupine                           1
sarong                              1
promontory                          1
nail                                1
tarantula                           1
shopping_cart                       1
cockroach                           1
lifeboat                            1
toucan                              1
stingray                            1
bobsled                             1
platypus                            1
brown_bear                          1
water_bottle                        1
tick                                1
snail                               1
tiger                               1
rain_barrel                         1
ashcan                              1
wood_rabbit                         1
accordion                           1
bearskin                            1
Kerry_blue_terrier                  1
ice_lolly                           1
coral_fungus                        1
mosquito_net                        1
cannon                              1
spotted_salamander                  1
birdhouse                           1
affenpinscher                       1
mashed_potato                       1
moped                               1
hyena                               1
seashore                            1
coral_reef                          1
knee_pad                            1
neck_brace                          1
grey_fox                            1
toaster                             1
pelican                             1
bow                                 1
spatula                             1
paper_towel                         1
shoji                               1
hamper                              1
crate                               1
peacock                             1
tree_frog                           1
wombat                              1
turnstile                           1
cornet                              1
assault_rifle                       1
red_fox                             1
hay                                 1
pier                                1
apron                               1
cloak                               1
tray                                1
hair_spray                          1
lampshade                           1
rifle                               1
chimpanzee                          1
pickup                              1
torch                               1
breastplate                         1
spindle                             1
triceratops                         1
police_van                          1
stove                               1
bib                                 1
common_newt                         1
hotdog                              1
medicine_chest                      1
quail                               1
horse_cart                          1
waffle_iron                         1
bagel                               1
Name: p2, dtype: int64
In [30]:
images['p3'].value_counts()
Out[30]:
Labrador_retriever                79
Chihuahua                         58
golden_retriever                  48
Eskimo_dog                        38
kelpie                            35
kuvasz                            34
Staffordshire_bullterrier         32
chow                              32
beagle                            31
cocker_spaniel                    31
Pomeranian                        29
toy_poodle                        29
Pekinese                          29
Chesapeake_Bay_retriever          27
Great_Pyrenees                    27
Pembroke                          27
French_bulldog                    26
malamute                          26
American_Staffordshire_terrier    24
pug                               23
Cardigan                          23
basenji                           21
toy_terrier                       20
bull_mastiff                      20
Siberian_husky                    19
Shetland_sheepdog                 17
Boston_bull                       17
Lakeland_terrier                  16
boxer                             16
doormat                           16
seat_belt                         15
German_shepherd                   15
standard_poodle                   15
dingo                             15
Maltese_dog                       14
miniature_pinscher                14
Tibetan_mastiff                   14
collie                            14
Saluki                            14
West_Highland_white_terrier       13
Weimaraner                        13
miniature_poodle                  13
bloodhound                        12
Norfolk_terrier                   12
teddy                             12
Siamese_cat                       12
English_setter                    12
soft-coated_wheaten_terrier       12
keeshond                          12
Tibetan_terrier                   12
Brittany_spaniel                  11
Appenzeller                       11
Irish_terrier                     11
Italian_greyhound                 11
Border_collie                     11
Airedale                          11
Norwegian_elkhound                11
papillon                          11
Welsh_springer_spaniel            10
Rhodesian_ridgeback               10
white_wolf                        10
Rottweiler                        10
vizsla                            10
Newfoundland                       9
Shih-Tzu                           9
curly-coated_retriever             9
whippet                            9
Great_Dane                         9
borzoi                             8
Australian_terrier                 8
Saint_Bernard                      8
German_short-haired_pointer        8
Irish_setter                       8
otterhound                         7
redbone                            7
English_springer                   7
Samoyed                            7
clumber                            7
bathtub                            7
basset                             7
Old_English_sheepdog               7
toilet_tissue                      7
Ibizan_hound                       7
Doberman                           7
Yorkshire_terrier                  7
Brabancon_griffon                  7
bluetick                           6
cairn                              6
English_foxhound                   6
Border_terrier                     6
Norwich_terrier                    6
Lhasa                              6
muzzle                             6
ice_bear                           6
EntleBucher                        6
schipperke                         6
bath_towel                         5
black-footed_ferret                5
Persian_cat                        5
Greater_Swiss_Mountain_dog         5
flat-coated_retriever              5
Arctic_fox                         5
giant_schnauzer                    5
water_buffalo                      5
hog                                5
Leonberg                           5
dalmatian                          5
tennis_ball                        5
groenendael                        5
sandbar                            5
weasel                             5
three-toed_sloth                   4
Irish_water_spaniel                4
miniature_schnauzer                4
paper_towel                        4
quilt                              4
silky_terrier                      4
television                         4
ice_lolly                          4
Japanese_spaniel                   4
Afghan_hound                       4
swing                              4
Gordon_setter                      4
Mexican_hairless                   4
fur_coat                           4
fountain                           4
black-and-tan_coonhound            4
Dandie_Dinmont                     4
sea_lion                           4
malinois                           4
wallaby                            4
sombrero                           4
bagel                              3
sundial                            3
Arabian_camel                      3
crane                              3
menu                               3
macaque                            3
purse                              3
echidna                            3
Scottish_deerhound                 3
shower_curtain                     3
wool                               3
microwave                          3
bookcase                           3
polecat                            3
limousine                          3
printer                            3
carton                             3
umbrella                           3
wire-haired_fox_terrier            3
hamster                            3
koala                              3
pillow                             3
wood_rabbit                        3
scuba_diver                        3
sunglasses                         3
gibbon                             3
tub                                3
box_turtle                         3
guinea_pig                         3
racket                             3
bubble                             3
ski_mask                           3
Walker_hound                       2
swab                               2
bassinet                           2
toilet_seat                        2
lakeside                           2
Sealyham_terrier                   2
wreck                              2
mousetrap                          2
bucket                             2
Bernese_mountain_dog               2
ram                                2
brass                              2
book_jacket                        2
sliding_door                       2
prison                             2
king_penguin                       2
dhole                              2
washbasin                          2
giant_panda                        2
beaver                             2
pizza                              2
hippopotamus                       2
feather_boa                        2
lumbermill                         2
refrigerator                       2
paddlewheel                        2
squirrel_monkey                    2
shopping_basket                    2
komondor                           2
terrapin                           2
French_loaf                        2
Irish_wolfhound                    2
snow_leopard                       2
warthog                            2
bolete                             2
Angora                             2
bathing_cap                        2
Egyptian_cat                       2
beacon                             2
file                               2
space_heater                       2
wig                                2
ashcan                             2
minibus                            2
leafhopper                         2
common_iguana                      2
mask                               2
Bouvier_des_Flandres               2
shopping_cart                      2
bison                              2
poncho                             2
convertible                        2
mouse                              2
jigsaw_puzzle                      2
Blenheim_spaniel                   2
hen                                2
cougar                             2
badger                             2
Christmas_stocking                 2
envelope                           2
briard                             2
agama                              2
car_wheel                          2
abaya                              2
coyote                             2
llama                              2
titi                               2
parachute                          1
valley                             1
coffeepot                          1
consomme                           1
can_opener                         1
park_bench                         1
mushroom                           1
screen                             1
barrow                             1
paintbrush                         1
mongoose                           1
bonnet                             1
neck_brace                         1
cup                                1
go-kart                            1
spatula                            1
padlock                            1
cab                                1
crossword_puzzle                   1
chime                              1
Indian_elephant                    1
passenger_car                      1
viaduct                            1
American_black_bear                1
restaurant                         1
otter                              1
hand_blower                        1
snorkel                            1
rotisserie                         1
bannister                          1
desktop_computer                   1
ballplayer                         1
wok                                1
nail                               1
notebook                           1
maraca                             1
pool_table                         1
entertainment_center               1
theater_curtain                    1
barber_chair                       1
orangutan                          1
barbell                            1
pier                               1
Kerry_blue_terrier                 1
cheetah                            1
switch                             1
chain                              1
pop_bottle                         1
soccer_ball                        1
wombat                             1
canoe                              1
hatchet                            1
rhinoceros_beetle                  1
guillotine                         1
standard_schnauzer                 1
affenpinscher                      1
bow                                1
space_shuttle                      1
grand_piano                        1
rain_barrel                        1
ibex                               1
maze                               1
mountain_tent                      1
oxcart                             1
traffic_light                      1
buckeye                            1
sunglass                           1
croquet_ball                       1
meerkat                            1
tripod                             1
rapeseed                           1
grey_fox                           1
conch                              1
tiger_cat                          1
boathouse                          1
grocery_store                      1
Sussex_spaniel                     1
parallel_bars                      1
golfcart                           1
acorn                              1
swimming_trunks                    1
prairie_chicken                    1
red_wolf                           1
power_drill                        1
snail                              1
black_swan                         1
cowboy_boot                        1
gar                                1
bib                                1
steam_locomotive                   1
chickadee                          1
chimpanzee                         1
hammerhead                         1
sea_cucumber                       1
seashore                           1
nipple                             1
moped                              1
crayfish                           1
great_grey_owl                     1
pajama                             1
shovel                             1
plastic_bag                        1
drumstick                          1
quill                              1
stinkhorn                          1
Band_Aid                           1
African_chameleon                  1
African_grey                       1
French_horn                        1
jeep                               1
oscilloscope                       1
lampshade                          1
panpipe                            1
balance_beam                       1
goldfish                           1
jersey                             1
bulletproof_vest                   1
beach_wagon                        1
plunger                            1
wing                               1
cardoon                            1
window_screen                      1
common_newt                        1
gorilla                            1
brown_bear                         1
wolf_spider                        1
Windsor_tie                        1
European_fire_salamander           1
mitten                             1
loupe                              1
jaguar                             1
lion                               1
hand-held_computer                 1
whiptail                           1
rock_crab                          1
hare                               1
shoji                              1
bell_cote                          1
rifle                              1
goose                              1
pickup                             1
bow_tie                            1
pretzel                            1
marmot                             1
vacuum                             1
shower_cap                         1
dugong                             1
eel                                1
binder                             1
bullfrog                           1
soap_dispenser                     1
wild_boar                          1
cliff                              1
coral_reef                         1
toyshop                            1
partridge                          1
mink                               1
screw                              1
kimono                             1
joystick                           1
loggerhead                         1
greenhouse                         1
broccoli                           1
green_lizard                       1
triceratops                        1
cloak                              1
chest                              1
mosquito_net                       1
cuirass                            1
zebra                              1
wallet                             1
electric_fan                       1
ox                                 1
assault_rifle                      1
axolotl                            1
pot                                1
banana                             1
Name: p3, dtype: int64

At first glance the naming of the breeds is not consistent some are capitalized and have underscores in names.This shoud be rectified

Data Quality Issues

  1. We have inconsistent naming format in the images dataset with the some dog names capitalised and the rest are in lowercase

  2. We have duplicated expanded urls originating from retweets and one from an original tweet

  3. We have missing data in the archive dataset with only 'Expanded URLS' and 'names' column worth deep diving into as the rest of the columns with missing data are insignificant.However we will not drop the missing names columns as the text column has some of the dog names and can be extracted for this.

  4. We have inconsistent naming format in the images dataset with the some dog names capitalised and the rest are in lowercase

  5. We have invalid dog names such as 'a' ,'the','o' and 'an' in the archive dataset

  6. Inconsistent data types of datetime objects and tweet_ids should be converted to string objects

  7. Prediction columns have inconsistent naming formats

  8. Duplicated jpg_urls which should be removed

  9. Convert NaN to None

Tidiness/Structural Issues

  1. The three datasets should be combined into one

  2. The columns doggo, floofer, pupper, puppo can be melted to form a single column to indicate the dog_stage

  3. The text column in the archive contains pronouns which can be extracted to get the dog's gender

  4. We can extract the dog breed from the prediction columns and melt into one

  5. Remove unnecessary columns

Step 3:Cleaning Data

In this step we are are going to

  • Define
  • Code
  • Test

But first lets make a copy of our original datasets

In [31]:
archive_clean=archive.copy()
tweets_clean=tweets.copy()
images_clean=images.copy()

Define

  1. Merge the datasets into one

Code

In [32]:
#Merging the datasets
tweets_clean['tweet_id']=tweets_clean['id']
master_df=pd.merge(pd.merge(archive_clean,tweets_clean,on='tweet_id'),images_clean,on='tweet_id')

Test

In [33]:
master_df.head()
Out[33]:
tweet_id in_reply_to_status_id_x in_reply_to_user_id_x timestamp source_x text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls ... img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" r... This is Phineas. He's a mystical boy. Only eve... NaN NaN NaN https://twitter.com/dog_rates/status/892420643... ... 1 orange 0.097049 False bagel 0.085851 False banana 0.076110 False
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" r... This is Tilly. She's just checking pup on you.... NaN NaN NaN https://twitter.com/dog_rates/status/892177421... ... 1 Chihuahua 0.323581 True Pekinese 0.090647 True papillon 0.068957 True
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" r... This is Archie. He is a rare Norwegian Pouncin... NaN NaN NaN https://twitter.com/dog_rates/status/891815181... ... 1 Chihuahua 0.716012 True malamute 0.078253 True kelpie 0.031379 True
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" r... This is Darla. She commenced a snooze mid meal... NaN NaN NaN https://twitter.com/dog_rates/status/891689557... ... 1 paper_towel 0.170278 False Labrador_retriever 0.168086 True spatula 0.040836 False
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" r... This is Franklin. He would like you to stop ca... NaN NaN NaN https://twitter.com/dog_rates/status/891327558... ... 2 basset 0.555712 True English_springer 0.225770 True German_short-haired_pointer 0.175219 True

5 rows × 59 columns

In [34]:
master_df.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 2073 entries, 0 to 2072
Data columns (total 59 columns):
 #   Column                         Non-Null Count  Dtype              
---  ------                         --------------  -----              
 0   tweet_id                       2073 non-null   int64              
 1   in_reply_to_status_id_x        23 non-null     float64            
 2   in_reply_to_user_id_x          23 non-null     float64            
 3   timestamp                      2073 non-null   object             
 4   source_x                       2073 non-null   object             
 5   text                           2073 non-null   object             
 6   retweeted_status_id            79 non-null     float64            
 7   retweeted_status_user_id       79 non-null     float64            
 8   retweeted_status_timestamp     79 non-null     object             
 9   expanded_urls                  2073 non-null   object             
 10  rating_numerator               2073 non-null   int64              
 11  rating_denominator             2073 non-null   int64              
 12  name                           2073 non-null   object             
 13  doggo                          2073 non-null   object             
 14  floofer                        2073 non-null   object             
 15  pupper                         2073 non-null   object             
 16  puppo                          2073 non-null   object             
 17  created_at                     2073 non-null   datetime64[ns, UTC]
 18  id                             2073 non-null   int64              
 19  id_str                         2073 non-null   int64              
 20  full_text                      2073 non-null   object             
 21  truncated                      2073 non-null   bool               
 22  display_text_range             2073 non-null   object             
 23  entities                       2073 non-null   object             
 24  extended_entities              2073 non-null   object             
 25  source_y                       2073 non-null   object             
 26  in_reply_to_status_id_y        23 non-null     float64            
 27  in_reply_to_status_id_str      23 non-null     float64            
 28  in_reply_to_user_id_y          23 non-null     float64            
 29  in_reply_to_user_id_str        23 non-null     float64            
 30  in_reply_to_screen_name        23 non-null     object             
 31  user                           2073 non-null   object             
 32  geo                            0 non-null      float64            
 33  coordinates                    0 non-null      float64            
 34  place                          1 non-null      object             
 35  contributors                   0 non-null      float64            
 36  is_quote_status                2073 non-null   bool               
 37  retweet_count                  2073 non-null   int64              
 38  favorite_count                 2073 non-null   int64              
 39  favorited                      2073 non-null   bool               
 40  retweeted                      2073 non-null   bool               
 41  possibly_sensitive             2073 non-null   float64            
 42  possibly_sensitive_appealable  2073 non-null   float64            
 43  lang                           2073 non-null   object             
 44  retweeted_status               79 non-null     object             
 45  quoted_status_id               0 non-null      float64            
 46  quoted_status_id_str           0 non-null      float64            
 47  quoted_status                  0 non-null      object             
 48  jpg_url                        2073 non-null   object             
 49  img_num                        2073 non-null   int64              
 50  p1                             2073 non-null   object             
 51  p1_conf                        2073 non-null   float64            
 52  p1_dog                         2073 non-null   bool               
 53  p2                             2073 non-null   object             
 54  p2_conf                        2073 non-null   float64            
 55  p2_dog                         2073 non-null   bool               
 56  p3                             2073 non-null   object             
 57  p3_conf                        2073 non-null   float64            
 58  p3_dog                         2073 non-null   bool               
dtypes: bool(7), datetime64[ns, UTC](1), float64(18), int64(8), object(25)
memory usage: 872.5+ KB
In [35]:
master_df.info()
<class 'pandas.core.frame.DataFrame'>
Int64Index: 2073 entries, 0 to 2072
Data columns (total 59 columns):
 #   Column                         Non-Null Count  Dtype              
---  ------                         --------------  -----              
 0   tweet_id                       2073 non-null   int64              
 1   in_reply_to_status_id_x        23 non-null     float64            
 2   in_reply_to_user_id_x          23 non-null     float64            
 3   timestamp                      2073 non-null   object             
 4   source_x                       2073 non-null   object             
 5   text                           2073 non-null   object             
 6   retweeted_status_id            79 non-null     float64            
 7   retweeted_status_user_id       79 non-null     float64            
 8   retweeted_status_timestamp     79 non-null     object             
 9   expanded_urls                  2073 non-null   object             
 10  rating_numerator               2073 non-null   int64              
 11  rating_denominator             2073 non-null   int64              
 12  name                           2073 non-null   object             
 13  doggo                          2073 non-null   object             
 14  floofer                        2073 non-null   object             
 15  pupper                         2073 non-null   object             
 16  puppo                          2073 non-null   object             
 17  created_at                     2073 non-null   datetime64[ns, UTC]
 18  id                             2073 non-null   int64              
 19  id_str                         2073 non-null   int64              
 20  full_text                      2073 non-null   object             
 21  truncated                      2073 non-null   bool               
 22  display_text_range             2073 non-null   object             
 23  entities                       2073 non-null   object             
 24  extended_entities              2073 non-null   object             
 25  source_y                       2073 non-null   object             
 26  in_reply_to_status_id_y        23 non-null     float64            
 27  in_reply_to_status_id_str      23 non-null     float64            
 28  in_reply_to_user_id_y          23 non-null     float64            
 29  in_reply_to_user_id_str        23 non-null     float64            
 30  in_reply_to_screen_name        23 non-null     object             
 31  user                           2073 non-null   object             
 32  geo                            0 non-null      float64            
 33  coordinates                    0 non-null      float64            
 34  place                          1 non-null      object             
 35  contributors                   0 non-null      float64            
 36  is_quote_status                2073 non-null   bool               
 37  retweet_count                  2073 non-null   int64              
 38  favorite_count                 2073 non-null   int64              
 39  favorited                      2073 non-null   bool               
 40  retweeted                      2073 non-null   bool               
 41  possibly_sensitive             2073 non-null   float64            
 42  possibly_sensitive_appealable  2073 non-null   float64            
 43  lang                           2073 non-null   object             
 44  retweeted_status               79 non-null     object             
 45  quoted_status_id               0 non-null      float64            
 46  quoted_status_id_str           0 non-null      float64            
 47  quoted_status                  0 non-null      object             
 48  jpg_url                        2073 non-null   object             
 49  img_num                        2073 non-null   int64              
 50  p1                             2073 non-null   object             
 51  p1_conf                        2073 non-null   float64            
 52  p1_dog                         2073 non-null   bool               
 53  p2                             2073 non-null   object             
 54  p2_conf                        2073 non-null   float64            
 55  p2_dog                         2073 non-null   bool               
 56  p3                             2073 non-null   object             
 57  p3_conf                        2073 non-null   float64            
 58  p3_dog                         2073 non-null   bool               
dtypes: bool(7), datetime64[ns, UTC](1), float64(18), int64(8), object(25)
memory usage: 872.5+ KB

Define

  1. Removing duplicated data from the expanded_urls column
In [36]:
#Displaying the rows with duplicated urls
#Lets make a copy of the new dataframe
master_df_clean=master_df.copy()
master_df_clean['expanded_urls'].duplicated().sum()
Out[36]:
0

Merging the datasets removed the duplicated expanded_urls

Define

  1. Removing missing data from the expanded_urls column

Code

In [37]:
#Displaying rows with missing expanded_urls
master_df_clean[master_df_clean['expanded_urls'].isna()]
Out[37]:
tweet_id in_reply_to_status_id_x in_reply_to_user_id_x timestamp source_x text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls ... img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog

0 rows × 59 columns

Merging the datasets removed the missing expanded_urls

Define

  1. Change the dognames to a consistent format i.e to capitalize all names

Code

In [38]:
# Display dog names
master_df_clean['name'].value_counts()
Out[38]:
None              577
a                  55
Charlie            11
Penny              10
Oliver             10
Tucker             10
Cooper             10
Lucy               10
Bo                  8
Lola                8
Winston             8
Sadie               8
an                  7
Daisy               7
Toby                7
the                 7
Dave                6
Milo                6
Bella               6
Jax                 6
Scout               6
Rusty               6
Stanley             6
Bailey              6
Koda                6
Leo                 5
Oscar               5
Chester             5
Alfie               5
Louis               5
Buddy               5
Larry               5
Ruby                4
Walter              4
Maggie              4
Jerry               4
Oakley              4
Chip                4
Jack                4
very                4
Brody               4
just                4
Winnie              4
George              4
Bentley             4
Clark               4
Reggie              4
Bear                4
Dexter              4
Cassie              4
Finn                4
Loki                4
Gary                4
Scooter             4
Derek               4
Sophie              4
Bruce               4
Phil                4
Sunny               4
Clarence            4
Gus                 4
Archie              4
Duke                4
one                 4
Colby               3
Calvin              3
quite               3
Rosie               3
Louie               3
Kyle                3
Wyatt               3
Riley               3
Wallace             3
Peaches             3
Malcolm             3
Mia                 3
Samson              3
Moose               3
Maximus             3
Wilson              3
Frankie             3
Sammy               3
Vincent             3
Sampson             3
Max                 3
Hank                3
Lily                3
Paisley             3
Nala                3
Shadow              3
Steven              3
Otis                3
Sebastian           3
Waffles             3
Olive               3
Boomer              3
Gizmo               3
Jeffrey             3
Gerald              3
Zeke                3
Earl                3
Jimothy             3
Zoey                3
Ellie               3
Beau                3
Reese               3
Doc                 2
Opal                2
Ollie               2
Brad                2
Herald              2
Cali                2
Phred               2
Lennon              2
Wally               2
Davey               2
Coops               2
Paull               2
Sansa               2
Django              2
Marley              2
Oliviér             2
Baxter              2
Stubert             2
CeCe                2
Mister              2
Bob                 2
getting             2
Hammond             2
Penelope            2
Gabe                2
Jimison             2
Hercules            2
Luca                2
Churlie             2
Lenny               2
Bernie              2
Herm                2
Chelsea             2
Kenneth             2
Sandy               2
Linda               2
Kreg                2
Hunter              2
Patrick             2
Griffin             2
Betty               2
Jiminy              2
Titan               2
Olivia              2
Jeph                2
Atlas               2
Rocky               2
Tyr                 2
Chet                2
Sam                 2
Moe                 2
Rizzy               2
Bisquick            2
Chompsky            2
Pippa               2
Jackson             2
Panda               2
Kirby               2
Lou                 2
Rufus               2
Reginald            2
Sarge               2
Kreggory            2
Raymond             2
Crystal             2
Albert              2
Watson              2
Theodore            2
Rubio               2
Keith               2
Terry               2
Piper               2
Atticus             2
Axel                2
Abby                2
Percy               2
Kilo                2
Maxaroni            2
Doug                2
Charles             2
Dakota              2
Gromit              2
Roosevelt           2
Finley              2
Butter              2
Cupcake             2
Juno                2
Remington           2
Klevin              2
Benji               2
Misty               2
Happy               2
Chuckles            2
Frank               2
Lincoln             2
Rory                2
Thumas              2
Kenny               2
Harper              2
Chipson             2
Curtis              2
Dash                2
Calbert             2
Bubbles             2
Smokey              2
Bell                2
Flávio              2
Arnie               2
Solomon             2
Phineas             2
Sugar               2
Coco                2
Carl                2
Odie                2
Pickles             2
Lilly               2
Jesse               2
Fiona               2
Aspen               2
Hobbes              2
Cash                2
Lorenzo             2
Alice               2
Albus               2
Neptune             2
Moreton             2
Belle               2
Romeo               2
Ava                 2
Eli                 2
Ash                 2
Astrid              2
Klein               2
Elliot              2
Yogi                2
Luna                2
Nelly               2
Benedict            2
Kevin               2
Stephan             2
Indie               2
Trooper             2
Ted                 2
Ken                 2
Cody                2
Franklin            2
Harold              2
Banjo               1
Kulet               1
Mingus              1
Roscoe              1
Tiger               1
Tino                1
Brandy              1
Lupe                1
Pilot               1
Bruiser             1
Obi                 1
Brooks              1
Horace              1
Crimson             1
Birf                1
Maisey              1
Lorelei             1
Marty               1
Petrick             1
Jimbo               1
Hubertson           1
Gerbald             1
Oreo                1
Darrel              1
Perry               1
Bobby               1
Lulu                1
Apollo              1
Taco                1
officially          1
such                1
Willie              1
Rinna               1
Mike                1
William             1
Dwight              1
Evy                 1
Hurley              1
Ralphus             1
by                  1
Tug                 1
Tango               1
Grizz               1
Jerome              1
Crumpet             1
Jessifer            1
Ralph               1
Jim                 1
Emmie               1
Ozzy                1
Joey                1
Glacier             1
Maya                1
Canela              1
Todo                1
Tess                1
Ulysses             1
Toffee              1
Carly               1
Asher               1
Chuck               1
Kawhi               1
actually            1
Champ               1
Ozzie               1
Griswold            1
Cheesy              1
Moofasa             1
Hector              1
Goliath             1
Mona                1
Derby               1
Gordon              1
Fillup              1
Snoopy              1
Crouton             1
Daniel              1
Kaia                1
Murphy              1
Dotsy               1
Eazy                1
Duddles             1
Miley               1
Yoda                1
Charl               1
Reagan              1
Cuddles             1
Claude              1
Jessiga             1
Carter              1
Ole                 1
Blipson             1
Millie              1
Coopson             1
Trevith             1
Terrenth            1
Kathmandu           1
Katie               1
Kara                1
Adele               1
Zara                1
Ambrose             1
Dante               1
Bode                1
Aja                 1
Bilbo               1
Chesterson          1
Lucia               1
Emmy                1
Ralphson            1
Socks               1
Rambo               1
Fiji                1
Rilo                1
Reptar              1
Berb                1
Tyrone              1
Trip                1
Maxwell             1
Geoff               1
Covach              1
Durg                1
Fynn                1
Ricky               1
Grizzwald           1
Lucky               1
Noah                1
Koko                1
Hamrick             1
Pubert              1
Frönq               1
Tassy               1
Lizzie              1
Blakely             1
Marq                1
Kramer              1
Alfy                1
Eriq                1
Colin               1
Amber               1
Brian               1
Grady               1
Kobe                1
Freddery            1
Bodie               1
Dunkin              1
Rey                 1
Tupawc              1
Herschel            1
Lolo                1
Edgar               1
Kingsley            1
Brockly             1
Richie              1
Molly               1
Vinscent            1
Cedrick             1
Hazel               1
Humphrey            1
Bert                1
Juckson             1
Danny               1
Ronduh              1
Billl               1
Saydee              1
Dug                 1
Tessa               1
Sully               1
Kirk                1
Ralf                1
Clarq               1
Jaspers             1
Samsom              1
Terrance            1
Harrison            1
Chaz                1
Jeremy              1
Jaycob              1
Lambeau             1
Ruffles             1
Amélie              1
Kollin              1
Skye                1
Shawwn              1
Butters             1
Pluto               1
Bloo                1
Edd                 1
Willy               1
Herb                1
Damon               1
Peanut              1
Nigel               1
Sandra              1
Kloey               1
Fabio               1
Randall             1
Liam                1
Tommy               1
Ben                 1
Raphael             1
Julio               1
Andru               1
Bobb                1
Banditt             1
Kevon               1
Joshwa              1
Kial                1
Naphaniel           1
Dook                1
Hall                1
Philippe            1
Biden               1
Fwed                1
Genevieve           1
Timison             1
Shaggy              1
Bradlay             1
Pipsy               1
Clybe               1
Keet                1
Carll               1
Jockson             1
Josep               1
Lugan               1
Filup               1
Tedrick             1
Winifred            1
Spark               1
Hanz                1
Darla               1
Zeek                1
Timofy              1
Maks                1
Jomathan            1
Kallie              1
Marvin              1
Gòrdón              1
Stu                 1
Jo                  1
DayZ                1
Jareld              1
Torque              1
Ron                 1
Skittles            1
Cleopatricia        1
Erik                1
Ester               1
Jeffrie             1
Chuq                1
Gin                 1
Henry               1
Bobbay              1
Mitch               1
Kaiya               1
Acro                1
Aiden               1
Obie                1
Dot                 1
Shnuggles           1
Kendall             1
Jeffri              1
Steve               1
Eve                 1
Mac                 1
Fletcher            1
Kenzie              1
Pumpkin             1
Schnozz             1
Gustaf              1
Chesney             1
Jonah               1
Rodman              1
Pepper              1
Tyrus               1
Karl                1
Godzilla            1
Vinnie              1
Stuart              1
Finnegus            1
Striker             1
Donny               1
Bruno               1
Jeb                 1
Buddah              1
Arnold              1
Zuzu                1
Mollie              1
Laela               1
Tedders             1
Superpup            1
Rufio               1
Cheryl              1
Ed                  1
Leonidas            1
Holly               1
JD                  1
Alejandro           1
Scruffers           1
Pip                 1
Julius              1
Tanner              1
Sparky              1
Anthony             1
Jett                1
space               1
Amy                 1
Sage                1
Andy                1
Mason               1
Trigger             1
Antony              1
Creg                1
Traviss             1
Mark                1
Dylan               1
Norman              1
Pippin              1
Caryl               1
Scott               1
Taz                 1
Darby               1
Jackie              1
light               1
Jazz                1
Franq               1
Rolf                1
Batdog              1
Snickers            1
Ridley              1
Cal                 1
Bradley             1
Bubba               1
Tuco                1
Patch               1
Mojo                1
Ginger              1
Karma               1
Clarkus             1
Logan               1
Mosby               1
Jarvis              1
Brownie             1
Stella              1
Vixen               1
Tonks               1
Barney              1
Tuck                1
Dale                1
Mabel               1
Rizzo               1
Mattie              1
Pinot               1
Dallas              1
Hero                1
Furzey              1
Stormy              1
Mairi               1
Mimosa              1
Levi                1
Callie              1
Laika               1
Monty               1
Maddie              1
Dawn                1
Pancake             1
Snicku              1
Mack                1
Tycho               1
Nimbus              1
Dobby               1
Remus               1
Margo               1
Maude               1
Newt                1
Brady               1
Nida                1
Robin               1
Monster             1
BeBe                1
Loomis              1
Godi                1
Cannon              1
Al                  1
Wiggles             1
Grey                1
Jarod               1
Willem              1
Benny               1
Fizz                1
Dixie               1
Rumpole             1
Einstein            1
Deacon              1
Carbon              1
DonDon              1
Arya                1
Marlee              1
Chevy               1
Tito                1
Philbert            1
Cermet              1
Bungalo             1
Shakespeare         1
Heinrich            1
Sprinkles           1
Timmy               1
Rontu               1
Georgie             1
Odin                1
Noosh               1
Snoop               1
Jay                 1
Mya                 1
Strider             1
Iggy                1
Wesley              1
Sailor              1
Huck                1
O                   1
Blue                1
Anakin              1
General             1
Iroh                1
Sojourner           1
Longfellow          1
Tebow               1
Wafer               1
Mutt                1
Tom                 1
Florence            1
Autumn              1
Dido                1
Eugene              1
Strudel             1
Chloe               1
Miguel              1
Pete                1
Timber              1
Binky               1
Dutch               1
Dudley              1
Comet               1
Kuyu                1
Akumi               1
Doobert             1
Beebop              1
Anna                1
Jazzy               1
Mo                  1
Pawnd               1
Sweet               1
Pablo               1
Cupid               1
Crawford            1
Ralphie             1
Boots               1
Kona                1
Duchess             1
Harlso              1
Sundance            1
Brutus              1
Flash               1
Sailer              1
Alexander           1
Howie               1
Emanuel             1
Alf                 1
Sobe                1
Meera               1
Bronte              1
Ito                 1
Lipton              1
Sunshine            1
Tobi                1
incredibly          1
Major               1
Shooter             1
Diogi               1
Oshie               1
Sonny               1
Mookie              1
Severus             1
Ronnie              1
Bones               1
Mauve               1
Chef                1
Arlo                1
Kyro                1
Poppy               1
Gidget              1
Pavlov              1
Chubbs              1
Sky                 1
Eleanor             1
Layla               1
Smiley              1
Baron               1
Eevee               1
Bauer               1
Swagger             1
Brandi              1
Mary                1
Orion               1
Halo                1
Augie               1
Craig               1
Willow              1
Rhino               1
Rupert              1
Brudge              1
Keurig              1
Clyde               1
Luther              1
Ivar                1
Jangle              1
Schnitzel           1
Napolean            1
Berkeley            1
Ralphé              1
Charleson           1
Harnold             1
Clifford            1
Sid                 1
Rover               1
Lassie              1
Carper              1
Bowie               1
Alexanderson        1
Suki                1
Barclay             1
Rumble              1
Ashleigh            1
Shadoe              1
Enchilada           1
unacceptable        1
Rooney              1
Ziva                1
Stefan              1
Pupcasso            1
Puff                1
Flurpson            1
Coleman             1
Dewey               1
Fred                1
all                 1
Rueben              1
Cilantro            1
Karll               1
Sprout              1
Blitz               1
Bloop               1
Lillie              1
Ebby                1
Kody                1
Harry               1
Billy               1
Gunner              1
infuriating         1
Lacy                1
Tater               1
Olaf                1
Cecil               1
Vince               1
Ike                 1
Walker              1
Link                1
Rodney              1
Venti               1
Malikai             1
Bobble              1
River               1
Jebberson           1
Farfle              1
Jiminus             1
Beemo               1
Sora                1
Staniel             1
Goose               1
Jennifur            1
Bluebert            1
Stephanus           1
Monkey              1
Zeus                1
Bertson             1
Nico                1
Michelangelope      1
Siba                1
Sierra              1
Jed                 1
Travis              1
Kanu                1
Lance               1
Opie                1
Kane                1
Nugget              1
this                1
Aldrick             1
Ralpher             1
Dex                 1
Brandonald          1
Corey               1
Leonard             1
Milky               1
Beckham             1
Devón               1
Gert                1
Jordy               1
Ace                 1
Jameson             1
Tayzie              1
Grizzie             1
Gilbert             1
Meyer               1
Zoe                 1
Stewie              1
Burt                1
Lilah               1
Boston              1
Lilli               1
Spencer             1
Emma                1
Thor                1
Angel               1
Brat                1
Tove                1
my                  1
Aubie               1
Kota                1
Leela               1
Glenn               1
Shelby              1
Sephie              1
Bonaparte           1
Wishes              1
Rose                1
Theo                1
Rocco               1
Fido                1
Spanky              1
Jersey              1
Hermione            1
Jamesy              1
Edmund              1
Aqua                1
Meatball            1
Baloo               1
Chase               1
Nollie              1
Rorie               1
Simba               1
Bayley              1
Blu                 1
Lili                1
Storkson            1
Remy                1
Chadrick            1
Kellogg             1
Buckley             1
Livvie              1
Shikha              1
Kayla               1
Beya                1
Stark               1
Geno                1
Dietrich            1
not                 1
Divine              1
Tripp               1
his                 1
Cora                1
Huxley              1
Bookstore           1
Zooey               1
Shiloh              1
Gustav              1
Arlen               1
Quinn               1
Lenox               1
Tilly               1
Harvey              1
Blanket             1
Christoper          1
Name: name, dtype: int64
In [39]:
#Capitalize names
master_df_clean['name']=master_df_clean.name.str.capitalize()

Test

In [40]:
#Check if names are capitalized
master_df_clean['name'].value_counts()
Out[40]:
None              577
A                  55
Charlie            11
Penny              10
Oliver             10
Tucker             10
Cooper             10
Lucy               10
Bo                  8
Lola                8
Winston             8
Sadie               8
An                  7
Daisy               7
Toby                7
The                 7
Dave                6
Milo                6
Bella               6
Jax                 6
Scout               6
Rusty               6
Stanley             6
Bailey              6
Koda                6
Leo                 5
Oscar               5
Chester             5
Alfie               5
Louis               5
Buddy               5
Larry               5
Ruby                4
Walter              4
Maggie              4
Jerry               4
Oakley              4
Chip                4
Jack                4
Very                4
Brody               4
Just                4
Winnie              4
George              4
Bentley             4
Clark               4
Reggie              4
Bear                4
Dexter              4
Cassie              4
Finn                4
Loki                4
Gary                4
Scooter             4
Derek               4
Sophie              4
Bruce               4
Phil                4
Sunny               4
Clarence            4
Gus                 4
Archie              4
Duke                4
One                 4
Colby               3
Calvin              3
Quite               3
Rosie               3
Louie               3
Kyle                3
Wyatt               3
Riley               3
Wallace             3
Peaches             3
Malcolm             3
Mia                 3
Samson              3
Moose               3
Maximus             3
Wilson              3
Frankie             3
Sammy               3
Vincent             3
Sampson             3
Max                 3
Hank                3
Lily                3
Paisley             3
Nala                3
Shadow              3
Steven              3
Otis                3
Sebastian           3
Waffles             3
Olive               3
Boomer              3
Gizmo               3
Jeffrey             3
Gerald              3
Zeke                3
Earl                3
Jimothy             3
Zoey                3
Ellie               3
Beau                3
Reese               3
Doc                 2
Opal                2
Ollie               2
Brad                2
Herald              2
Cali                2
Phred               2
Lennon              2
Wally               2
Davey               2
Coops               2
Paull               2
Sansa               2
Django              2
Marley              2
Oliviér             2
Baxter              2
Stubert             2
Cece                2
Mister              2
Bob                 2
Getting             2
Hammond             2
Penelope            2
Gabe                2
Jimison             2
Hercules            2
Luca                2
Churlie             2
Lenny               2
Bernie              2
Herm                2
Chelsea             2
Kenneth             2
Sandy               2
Linda               2
Kreg                2
Hunter              2
Patrick             2
Griffin             2
Betty               2
Jiminy              2
Titan               2
Olivia              2
Jeph                2
Atlas               2
Rocky               2
Tyr                 2
Chet                2
Sam                 2
Moe                 2
Rizzy               2
Bisquick            2
Chompsky            2
Pippa               2
Jackson             2
Panda               2
Kirby               2
Lou                 2
Rufus               2
Reginald            2
Sarge               2
Kreggory            2
Raymond             2
Crystal             2
Albert              2
Watson              2
Theodore            2
Rubio               2
Keith               2
Terry               2
Piper               2
Atticus             2
Axel                2
Abby                2
Percy               2
Kilo                2
Maxaroni            2
Doug                2
Charles             2
Dakota              2
Gromit              2
Roosevelt           2
Finley              2
Butter              2
Cupcake             2
Juno                2
Remington           2
Klevin              2
Benji               2
Misty               2
Happy               2
Chuckles            2
Frank               2
Lincoln             2
Rory                2
Thumas              2
Kenny               2
Harper              2
Chipson             2
Curtis              2
Dash                2
Calbert             2
Bubbles             2
Smokey              2
Bell                2
Flávio              2
Arnie               2
Solomon             2
Phineas             2
Sugar               2
Coco                2
Carl                2
Odie                2
Pickles             2
Lilly               2
Jesse               2
Fiona               2
Aspen               2
Hobbes              2
Cash                2
Lorenzo             2
Alice               2
Albus               2
Neptune             2
Moreton             2
Belle               2
Romeo               2
Ava                 2
Eli                 2
Ash                 2
Astrid              2
Klein               2
Elliot              2
Yogi                2
Luna                2
Nelly               2
Benedict            2
Kevin               2
Stephan             2
Indie               2
Trooper             2
Ted                 2
Ken                 2
Cody                2
Franklin            2
Harold              2
Banjo               1
Kulet               1
Mingus              1
Roscoe              1
Tiger               1
Tino                1
Brandy              1
Lupe                1
Pilot               1
Bruiser             1
Obi                 1
Brooks              1
Horace              1
Crimson             1
Birf                1
Maisey              1
Lorelei             1
Marty               1
Petrick             1
Jimbo               1
Hubertson           1
Gerbald             1
Oreo                1
Darrel              1
Perry               1
Bobby               1
Lulu                1
Apollo              1
Taco                1
Officially          1
Such                1
Willie              1
Rinna               1
Mike                1
William             1
Dwight              1
Evy                 1
Hurley              1
Ralphus             1
By                  1
Tug                 1
Tango               1
Grizz               1
Jerome              1
Crumpet             1
Jessifer            1
Ralph               1
Jim                 1
Emmie               1
Ozzy                1
Joey                1
Glacier             1
Maya                1
Canela              1
Todo                1
Tess                1
Ulysses             1
Toffee              1
Carly               1
Asher               1
Chuck               1
Kawhi               1
Actually            1
Champ               1
Ozzie               1
Griswold            1
Cheesy              1
Moofasa             1
Hector              1
Goliath             1
Mona                1
Derby               1
Gordon              1
Fillup              1
Snoopy              1
Crouton             1
Daniel              1
Kaia                1
Murphy              1
Dotsy               1
Eazy                1
Duddles             1
Miley               1
Yoda                1
Charl               1
Reagan              1
Cuddles             1
Claude              1
Jessiga             1
Carter              1
Ole                 1
Blipson             1
Millie              1
Coopson             1
Trevith             1
Terrenth            1
Kathmandu           1
Katie               1
Kara                1
Adele               1
Zara                1
Ambrose             1
Dante               1
Bode                1
Aja                 1
Bilbo               1
Chesterson          1
Lucia               1
Emmy                1
Ralphson            1
Socks               1
Rambo               1
Fiji                1
Rilo                1
Reptar              1
Berb                1
Tyrone              1
Trip                1
Maxwell             1
Geoff               1
Covach              1
Durg                1
Fynn                1
Ricky               1
Grizzwald           1
Lucky               1
Noah                1
Koko                1
Hamrick             1
Pubert              1
Frönq               1
Tassy               1
Lizzie              1
Blakely             1
Marq                1
Kramer              1
Alfy                1
Eriq                1
Colin               1
Amber               1
Brian               1
Grady               1
Kobe                1
Freddery            1
Bodie               1
Dunkin              1
Rey                 1
Tupawc              1
Herschel            1
Lolo                1
Edgar               1
Kingsley            1
Brockly             1
Richie              1
Molly               1
Vinscent            1
Cedrick             1
Hazel               1
Humphrey            1
Bert                1
Juckson             1
Danny               1
Ronduh              1
Billl               1
Saydee              1
Dug                 1
Tessa               1
Sully               1
Kirk                1
Ralf                1
Clarq               1
Jaspers             1
Samsom              1
Terrance            1
Harrison            1
Chaz                1
Jeremy              1
Jaycob              1
Lambeau             1
Ruffles             1
Amélie              1
Kollin              1
Skye                1
Shawwn              1
Butters             1
Pluto               1
Bloo                1
Edd                 1
Willy               1
Herb                1
Damon               1
Peanut              1
Nigel               1
Sandra              1
Kloey               1
Fabio               1
Randall             1
Liam                1
Tommy               1
Ben                 1
Raphael             1
Julio               1
Andru               1
Bobb                1
Banditt             1
Kevon               1
Joshwa              1
Kial                1
Naphaniel           1
Dook                1
Hall                1
Philippe            1
Biden               1
Fwed                1
Genevieve           1
Timison             1
Shaggy              1
Bradlay             1
Pipsy               1
Clybe               1
Keet                1
Carll               1
Jockson             1
Josep               1
Lugan               1
Filup               1
Tedrick             1
Winifred            1
Spark               1
Hanz                1
Darla               1
Zeek                1
Timofy              1
Maks                1
Jomathan            1
Kallie              1
Marvin              1
Gòrdón              1
Stu                 1
Jo                  1
Dayz                1
Jareld              1
Torque              1
Ron                 1
Skittles            1
Cleopatricia        1
Erik                1
Ester               1
Jeffrie             1
Chuq                1
Gin                 1
Henry               1
Bobbay              1
Mitch               1
Kaiya               1
Acro                1
Aiden               1
Obie                1
Dot                 1
Shnuggles           1
Kendall             1
Jeffri              1
Steve               1
Eve                 1
Mac                 1
Fletcher            1
Kenzie              1
Pumpkin             1
Schnozz             1
Gustaf              1
Chesney             1
Jonah               1
Rodman              1
Pepper              1
Tyrus               1
Karl                1
Godzilla            1
Vinnie              1
Stuart              1
Finnegus            1
Striker             1
Donny               1
Bruno               1
Jeb                 1
Buddah              1
Arnold              1
Zuzu                1
Mollie              1
Laela               1
Tedders             1
Superpup            1
Rufio               1
Cheryl              1
Ed                  1
Leonidas            1
Holly               1
Jd                  1
Alejandro           1
Scruffers           1
Pip                 1
Julius              1
Tanner              1
Sparky              1
Anthony             1
Jett                1
Space               1
Amy                 1
Sage                1
Andy                1
Mason               1
Trigger             1
Antony              1
Creg                1
Traviss             1
Mark                1
Dylan               1
Norman              1
Pippin              1
Caryl               1
Scott               1
Taz                 1
Darby               1
Jackie              1
Light               1
Jazz                1
Franq               1
Rolf                1
Batdog              1
Snickers            1
Ridley              1
Cal                 1
Bradley             1
Bubba               1
Tuco                1
Patch               1
Mojo                1
Ginger              1
Karma               1
Clarkus             1
Logan               1
Mosby               1
Jarvis              1
Brownie             1
Stella              1
Vixen               1
Tonks               1
Barney              1
Tuck                1
Dale                1
Mabel               1
Rizzo               1
Mattie              1
Pinot               1
Dallas              1
Hero                1
Furzey              1
Stormy              1
Mairi               1
Mimosa              1
Levi                1
Callie              1
Laika               1
Monty               1
Maddie              1
Dawn                1
Pancake             1
Snicku              1
Mack                1
Tycho               1
Nimbus              1
Dobby               1
Remus               1
Margo               1
Maude               1
Newt                1
Brady               1
Nida                1
Robin               1
Monster             1
Bebe                1
Loomis              1
Godi                1
Cannon              1
Al                  1
Wiggles             1
Grey                1
Jarod               1
Willem              1
Benny               1
Fizz                1
Dixie               1
Rumpole             1
Einstein            1
Deacon              1
Carbon              1
Dondon              1
Arya                1
Marlee              1
Chevy               1
Tito                1
Philbert            1
Cermet              1
Bungalo             1
Shakespeare         1
Heinrich            1
Sprinkles           1
Timmy               1
Rontu               1
Georgie             1
Odin                1
Noosh               1
Snoop               1
Jay                 1
Mya                 1
Strider             1
Iggy                1
Wesley              1
Sailor              1
Huck                1
O                   1
Blue                1
Anakin              1
General             1
Iroh                1
Sojourner           1
Longfellow          1
Tebow               1
Wafer               1
Mutt                1
Tom                 1
Florence            1
Autumn              1
Dido                1
Eugene              1
Strudel             1
Chloe               1
Miguel              1
Pete                1
Timber              1
Binky               1
Dutch               1
Dudley              1
Comet               1
Kuyu                1
Akumi               1
Doobert             1
Beebop              1
Anna                1
Jazzy               1
Mo                  1
Pawnd               1
Sweet               1
Pablo               1
Cupid               1
Crawford            1
Ralphie             1
Boots               1
Kona                1
Duchess             1
Harlso              1
Sundance            1
Brutus              1
Flash               1
Sailer              1
Alexander           1
Howie               1
Emanuel             1
Alf                 1
Sobe                1
Meera               1
Bronte              1
Ito                 1
Lipton              1
Sunshine            1
Tobi                1
Incredibly          1
Major               1
Shooter             1
Diogi               1
Oshie               1
Sonny               1
Mookie              1
Severus             1
Ronnie              1
Bones               1
Mauve               1
Chef                1
Arlo                1
Kyro                1
Poppy               1
Gidget              1
Pavlov              1
Chubbs              1
Sky                 1
Eleanor             1
Layla               1
Smiley              1
Baron               1
Eevee               1
Bauer               1
Swagger             1
Brandi              1
Mary                1
Orion               1
Halo                1
Augie               1
Craig               1
Willow              1
Rhino               1
Rupert              1
Brudge              1
Keurig              1
Clyde               1
Luther              1
Ivar                1
Jangle              1
Schnitzel           1
Napolean            1
Berkeley            1
Ralphé              1
Charleson           1
Harnold             1
Clifford            1
Sid                 1
Rover               1
Lassie              1
Carper              1
Bowie               1
Alexanderson        1
Suki                1
Barclay             1
Rumble              1
Ashleigh            1
Shadoe              1
Enchilada           1
Unacceptable        1
Rooney              1
Ziva                1
Stefan              1
Pupcasso            1
Puff                1
Flurpson            1
Coleman             1
Dewey               1
Fred                1
All                 1
Rueben              1
Cilantro            1
Karll               1
Sprout              1
Blitz               1
Bloop               1
Lillie              1
Ebby                1
Kody                1
Harry               1
Billy               1
Gunner              1
Infuriating         1
Lacy                1
Tater               1
Olaf                1
Cecil               1
Vince               1
Ike                 1
Walker              1
Link                1
Rodney              1
Venti               1
Malikai             1
Bobble              1
River               1
Jebberson           1
Farfle              1
Jiminus             1
Beemo               1
Sora                1
Staniel             1
Goose               1
Jennifur            1
Bluebert            1
Stephanus           1
Monkey              1
Zeus                1
Bertson             1
Nico                1
Michelangelope      1
Siba                1
Sierra              1
Jed                 1
Travis              1
Kanu                1
Lance               1
Opie                1
Kane                1
Nugget              1
This                1
Aldrick             1
Ralpher             1
Dex                 1
Brandonald          1
Corey               1
Leonard             1
Milky               1
Beckham             1
Devón               1
Gert                1
Jordy               1
Ace                 1
Jameson             1
Tayzie              1
Grizzie             1
Gilbert             1
Meyer               1
Zoe                 1
Stewie              1
Burt                1
Lilah               1
Boston              1
Lilli               1
Spencer             1
Emma                1
Thor                1
Angel               1
Brat                1
Tove                1
My                  1
Aubie               1
Kota                1
Leela               1
Glenn               1
Shelby              1
Sephie              1
Bonaparte           1
Wishes              1
Rose                1
Theo                1
Rocco               1
Fido                1
Spanky              1
Jersey              1
Hermione            1
Jamesy              1
Edmund              1
Aqua                1
Meatball            1
Baloo               1
Chase               1
Nollie              1
Rorie               1
Simba               1
Bayley              1
Blu                 1
Lili                1
Storkson            1
Remy                1
Chadrick            1
Kellogg             1
Buckley             1
Livvie              1
Shikha              1
Kayla               1
Beya                1
Stark               1
Geno                1
Dietrich            1
Not                 1
Divine              1
Tripp               1
His                 1
Cora                1
Huxley              1
Bookstore           1
Zooey               1
Shiloh              1
Gustav              1
Arlen               1
Quinn               1
Lenox               1
Tilly               1
Harvey              1
Blanket             1
Christoper          1
Name: name, dtype: int64

Define

  1. Remove invalid dog names

Code

In [41]:
master_df_clean.loc[master_df_clean['name'].isin(['A','An','The','O'])]
Out[41]:
tweet_id in_reply_to_status_id_x in_reply_to_user_id_x timestamp source_x text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls ... img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
50 881536004380872706 NaN NaN 2017-07-02 15:32:16 +0000 <a href="http://twitter.com/download/iphone" r... Here is a pupper approaching maximum borkdrive... NaN NaN NaN https://twitter.com/dog_rates/status/881536004... ... 1 Samoyed 0.281463 True Angora 0.272066 False Persian_cat 1.148540e-01 False
524 792913359805018113 NaN NaN 2016-10-31 02:17:31 +0000 <a href="http://twitter.com/download/iphone" r... Here is a perfect example of someone who has t... NaN NaN NaN https://twitter.com/dog_rates/status/792913359... ... 4 web_site 0.226716 False lighter 0.081941 False switch 3.900860e-02 False
610 778396591732486144 NaN NaN 2016-09-21 00:53:04 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This is an East African Chalupa... 7.030419e+17 4.196984e+09 2016-02-26 02:20:37 +0000 https://twitter.com/dog_rates/status/703041949... ... 1 hippopotamus 0.581403 False doormat 0.152445 False sea_lion 2.636430e-02 False
624 776201521193218049 NaN NaN 2016-09-14 23:30:38 +0000 <a href="http://twitter.com/download/iphone" r... This is O'Malley. That is how he sleeps. Doesn... NaN NaN NaN https://twitter.com/dog_rates/status/776201521... ... 1 Rottweiler 0.502228 True black-and-tan_coonhound 0.154594 True bloodhound 1.351760e-01 True
647 772581559778025472 NaN NaN 2016-09-04 23:46:12 +0000 <a href="http://twitter.com/download/iphone" r... Guys this is getting so out of hand. We only r... NaN NaN NaN https://twitter.com/dog_rates/status/772581559... ... 3 Newfoundland 0.574345 True Border_collie 0.128352 True Saint_Bernard 5.947550e-02 True
822 747885874273214464 NaN NaN 2016-06-28 20:14:22 +0000 <a href="http://twitter.com/download/iphone" r... This is a mighty rare blue-tailed hammer sherk... NaN NaN NaN https://twitter.com/dog_rates/status/747885874... ... 1 kuvasz 0.408450 True Samoyed 0.141330 True pug 8.301840e-02 True
824 747816857231626240 NaN NaN 2016-06-28 15:40:07 +0000 <a href="http://twitter.com/download/iphone" r... Viewer discretion is advised. This is a terrib... NaN NaN NaN https://twitter.com/dog_rates/status/747816857... ... 1 Pembroke 0.768923 True Chihuahua 0.029053 True Shetland_sheepdog 2.903540e-02 True
833 746872823977771008 NaN NaN 2016-06-26 01:08:52 +0000 <a href="http://twitter.com/download/iphone" r... This is a carrot. We only rate dogs. Please on... NaN NaN NaN https://twitter.com/dog_rates/status/746872823... ... 1 Pembroke 0.540201 True beagle 0.207835 True Italian_greyhound 4.356490e-02 True
838 746369468511756288 NaN NaN 2016-06-24 15:48:42 +0000 <a href="http://twitter.com/download/iphone" r... This is an Iraqi Speed Kangaroo. It is not a d... NaN NaN NaN https://twitter.com/dog_rates/status/746369468... ... 1 German_shepherd 0.622957 True malinois 0.338884 True wallaby 2.416150e-02 False
859 743222593470234624 NaN NaN 2016-06-15 23:24:09 +0000 <a href="http://twitter.com/download/iphone" r... This is a very rare Great Alaskan Bush Pupper.... NaN NaN NaN https://twitter.com/dog_rates/status/743222593... ... 1 kuvasz 0.350629 True soft-coated_wheaten_terrier 0.182782 True golden_retriever 8.766240e-02 True
995 717537687239008257 NaN NaN 2016-04-06 02:21:30 +0000 <a href="http://twitter.com/download/iphone" r... People please. This is a Deadly Mediterranean ... NaN NaN NaN https://twitter.com/dog_rates/status/717537687... ... 1 golden_retriever 0.779356 True Labrador_retriever 0.052511 True kuvasz 4.981050e-02 True
1005 715733265223708672 NaN NaN 2016-04-01 02:51:22 +0000 <a href="http://twitter.com/download/iphone" r... This is a taco. We only rate dogs. Please only... NaN NaN NaN https://twitter.com/dog_rates/status/715733265... ... 1 Dandie_Dinmont 0.740229 True miniature_poodle 0.081915 True toy_poodle 6.374850e-02 True
1122 704859558691414016 NaN NaN 2016-03-02 02:43:09 +0000 <a href="http://twitter.com/download/iphone" r... Here is a heartbreaking scene of an incredible... NaN NaN NaN https://twitter.com/dog_rates/status/704859558... ... 1 pug 0.284428 True teddy 0.156339 False mitten 1.389150e-01 False
1131 704054845121142784 NaN NaN 2016-02-28 21:25:30 +0000 <a href="http://twitter.com/download/iphone" r... Here is a whole flock of puppers. 60/50 I'll ... NaN NaN NaN https://twitter.com/dog_rates/status/704054845... ... 1 Great_Pyrenees 0.667939 True kuvasz 0.228764 True golden_retriever 4.388540e-02 True
1141 703079050210877440 NaN NaN 2016-02-26 04:48:02 +0000 <a href="http://twitter.com/download/iphone" r... This is a Butternut Cumberfloof. It's not wind... NaN NaN NaN https://twitter.com/dog_rates/status/703079050... ... 2 Pembroke 0.778503 True Shetland_sheepdog 0.093834 True Cardigan 6.029640e-02 True
1142 703041949650034688 NaN NaN 2016-02-26 02:20:37 +0000 <a href="http://twitter.com/download/iphone" r... This is an East African Chalupa Seal. We only ... NaN NaN NaN https://twitter.com/dog_rates/status/703041949... ... 1 hippopotamus 0.581403 False doormat 0.152445 False sea_lion 2.636430e-02 False
1147 702539513671897089 NaN NaN 2016-02-24 17:04:07 +0000 <a href="http://twitter.com/download/iphone" r... This is a Wild Tuscan Poofwiggle. Careful not ... NaN NaN NaN https://twitter.com/dog_rates/status/702539513... ... 3 Pomeranian 0.714367 True Shih-Tzu 0.040574 True silky_terrier 3.251050e-02 True
1159 700864154249383937 NaN NaN 2016-02-20 02:06:50 +0000 <a href="http://twitter.com/download/iphone" r... "Pupper is a present to world. Here is a bow f... NaN NaN NaN https://twitter.com/dog_rates/status/700864154... ... 1 kuvasz 0.805857 True Great_Pyrenees 0.187272 True Samoyed 3.490900e-03 True
1262 692187005137076224 NaN NaN 2016-01-27 03:26:56 +0000 <a href="http://twitter.com/download/iphone" r... This is a rare Arctic Wubberfloof. Unamused by... NaN NaN NaN https://twitter.com/dog_rates/status/692187005... ... 2 Siberian_husky 0.810592 True malamute 0.119745 True Eskimo_dog 2.926480e-02 True
1286 690360449368465409 NaN NaN 2016-01-22 02:28:52 +0000 <a href="http://twitter.com/download/iphone" r... Stop sending in lobsters. This is the final wa... NaN NaN NaN https://twitter.com/dog_rates/status/690360449... ... 1 pug 0.686933 True French_bulldog 0.076359 True Brabancon_griffon 3.500700e-02 True
1352 685943807276412928 NaN NaN 2016-01-09 21:58:42 +0000 <a href="http://twitter.com/download/iphone" r... This is the newly formed pupper a capella grou... NaN NaN NaN https://twitter.com/dog_rates/status/685943807... ... 1 papillon 0.200812 True toy_terrier 0.114512 True Cardigan 9.451960e-02 True
1475 679530280114372609 NaN NaN 2015-12-23 05:13:38 +0000 <a href="http://twitter.com/download/iphone" r... Guys this really needs to stop. We've been ove... NaN NaN NaN https://twitter.com/dog_rates/status/679530280... ... 1 dalmatian 0.750256 True jaguar 0.169007 False zebra 6.481490e-03 False
1518 677644091929329666 NaN NaN 2015-12-18 00:18:36 +0000 <a href="http://twitter.com/download/iphone" r... This is a dog swinging. I really enjoyed it so... NaN NaN NaN https://twitter.com/dog_rates/status/677644091... ... 1 Chihuahua 0.626236 True Italian_greyhound 0.128483 True swing 5.984040e-02 False
1529 677269281705472000 NaN NaN 2015-12-16 23:29:14 +0000 <a href="http://twitter.com/download/iphone" r... This is the happiest pupper I've ever seen. 10... NaN NaN NaN https://twitter.com/dog_rates/status/677269281... ... 1 Shetland_sheepdog 0.656616 True collie 0.195405 True German_shepherd 1.310320e-02 True
1546 676613908052996102 NaN NaN 2015-12-15 04:05:01 +0000 <a href="http://twitter.com/download/iphone" r... This is the saddest/sweetest/best picture I've... NaN NaN NaN https://twitter.com/dog_rates/status/676613908... ... 1 book_jacket 0.493790 False Doberman 0.096423 True miniature_pinscher 7.064670e-02 True
1580 675706639471788032 NaN NaN 2015-12-12 15:59:51 +0000 <a href="http://twitter.com/download/iphone" r... This is a Sizzlin Menorah spaniel from Brookly... NaN NaN NaN https://twitter.com/dog_rates/status/675706639... ... 1 English_springer 0.990300 True Welsh_springer_spaniel 0.002080 True cocker_spaniel 2.013780e-03 True
1581 675534494439489536 NaN NaN 2015-12-12 04:35:48 +0000 <a href="http://twitter.com/download/iphone" r... Seriously guys?! Only send in dogs. I only rat... NaN NaN NaN https://twitter.com/dog_rates/status/675534494... ... 1 chow 0.749368 True schipperke 0.133738 True Newfoundland 4.991380e-02 True
1604 675109292475830276 NaN NaN 2015-12-11 00:26:12 +0000 <a href="http://twitter.com/download/iphone" r... C'mon guys. We've been over this. We only rate... NaN NaN NaN https://twitter.com/dog_rates/status/675109292... ... 1 dalmatian 0.989519 True English_setter 0.005258 True German_short-haired_pointer 1.442830e-03 True
1605 675047298674663426 NaN NaN 2015-12-10 20:19:52 +0000 <a href="http://twitter.com/download/iphone" r... This is a fluffy albino Bacardi Columbia mix. ... NaN NaN NaN https://twitter.com/dog_rates/status/675047298... ... 1 Samoyed 0.978007 True chow 0.007121 True Pomeranian 6.397830e-03 True
1646 674082852460433408 NaN NaN 2015-12-08 04:27:30 +0000 <a href="http://twitter.com/download/iphone" r... This is a Sagitariot Baklava mix. Loves her ne... NaN NaN NaN https://twitter.com/dog_rates/status/674082852... ... 1 Pomeranian 0.666957 True Shetland_sheepdog 0.028019 True ski_mask 2.068270e-02 False
1663 673715861853720576 NaN NaN 2015-12-07 04:09:13 +0000 <a href="http://twitter.com/download/iphone" r... This is a heavily opinionated dog. Loves walls... NaN NaN NaN https://twitter.com/dog_rates/status/673715861... ... 1 suit 0.404115 False bow_tie 0.294683 False Windsor_tie 1.327010e-01 False
1677 673636718965334016 NaN NaN 2015-12-06 22:54:44 +0000 <a href="http://twitter.com/download/iphone" r... This is a Lofted Aphrodisiac Terrier named Kip... NaN NaN NaN https://twitter.com/dog_rates/status/673636718... ... 1 wombat 0.880257 False corn 0.019421 False pug 1.904430e-02 True
1716 672604026190569472 NaN NaN 2015-12-04 02:31:10 +0000 <a href="http://twitter.com/download/iphone" r... This is a baby Rand Paul. Curls for days. 11/1... NaN NaN NaN https://twitter.com/dog_rates/status/672604026... ... 1 toy_poodle 0.820158 True miniature_poodle 0.178404 True toilet_tissue 2.911580e-04 False
1756 671743150407421952 NaN NaN 2015-12-01 17:30:22 +0000 <a href="http://twitter.com/download/iphone" r... This is a Tuscaloosa Alcatraz named Jacob (Yac... NaN NaN NaN https://twitter.com/dog_rates/status/671743150... ... 1 toy_poodle 0.419427 True miniature_poodle 0.237067 True swing 1.041930e-01 False
1759 671561002136281088 NaN NaN 2015-12-01 05:26:34 +0000 <a href="http://twitter.com/download/iphone" r... This is the best thing I've ever seen so sprea... NaN NaN NaN https://twitter.com/dog_rates/status/671561002... ... 1 Gordon_setter 0.469373 True black-and-tan_coonhound 0.270893 True Rottweiler 1.532330e-01 True
1787 671147085991960577 NaN NaN 2015-11-30 02:01:49 +0000 <a href="http://twitter.com/download/iphone" r... This is a Helvetica Listerine named Rufus. Thi... NaN NaN NaN https://twitter.com/dog_rates/status/671147085... ... 1 Yorkshire_terrier 0.467202 True cairn 0.440122 True silky_terrier 5.869010e-02 True
1837 670427002554466305 NaN NaN 2015-11-28 02:20:27 +0000 <a href="http://twitter.com/download/iphone" r... This is a Deciduous Trimester mix named Spork.... NaN NaN NaN https://twitter.com/dog_rates/status/670427002... ... 1 seat_belt 0.952258 False toy_terrier 0.038872 True beagle 3.226440e-03 True
1846 670361874861563904 NaN NaN 2015-11-27 22:01:40 +0000 <a href="http://twitter.com/download/iphone" r... This is a Rich Mahogany Seltzer named Cherokee... NaN NaN NaN https://twitter.com/dog_rates/status/670361874... ... 1 platypus 0.974075 False spotted_salamander 0.011068 False bison 3.896910e-03 False
1849 670303360680108032 NaN NaN 2015-11-27 18:09:09 +0000 <a href="http://twitter.com/download/iphone" r... This is a Speckled Cauliflower Yosemite named ... NaN NaN NaN https://twitter.com/dog_rates/status/670303360... ... 1 Shetland_sheepdog 0.380278 True Cardigan 0.342806 True guinea_pig 1.562490e-01 False
1867 669923323644657664 NaN NaN 2015-11-26 16:59:01 +0000 <a href="http://twitter.com/download/iphone" r... This is a spotted Lipitor Rumpelstiltskin name... NaN NaN NaN https://twitter.com/dog_rates/status/669923323... ... 1 car_mirror 0.343063 False seat_belt 0.110289 False wing 8.014850e-02 False
1873 669661792646373376 NaN NaN 2015-11-25 23:39:47 +0000 <a href="http://twitter.com/download/iphone" r... This is a brave dog. Excellent free climber. T... NaN NaN NaN https://twitter.com/dog_rates/status/669661792... ... 1 weasel 0.262802 False Siamese_cat 0.148263 False hamster 1.163740e-01 False
1881 669564461267722241 NaN NaN 2015-11-25 17:13:02 +0000 <a href="http://twitter.com/download/iphone" r... This is a Coriander Baton Rouge named Alfredo.... NaN NaN NaN https://twitter.com/dog_rates/status/669564461... ... 1 toy_poodle 0.623685 True miniature_poodle 0.259920 True standard_poodle 8.252970e-02 True
1910 668955713004314625 NaN NaN 2015-11-24 00:54:05 +0000 <a href="http://twitter.com/download/iphone" r... This is a Slovakian Helter Skelter Feta named ... NaN NaN NaN https://twitter.com/dog_rates/status/668955713... ... 1 cocker_spaniel 0.367492 True Lakeland_terrier 0.272621 True soft-coated_wheaten_terrier 6.700630e-02 True
1917 668815180734689280 NaN NaN 2015-11-23 15:35:39 +0000 <a href="http://twitter.com/download/iphone" r... This is a wild Toblerone from Papua New Guinea... NaN NaN NaN https://twitter.com/dog_rates/status/668815180... ... 1 redbone 0.461172 True Italian_greyhound 0.270733 True miniature_pinscher 1.097520e-01 True
1923 668636665813057536 NaN NaN 2015-11-23 03:46:18 +0000 <a href="http://twitter.com/download/iphone" r... This is an Irish Rigatoni terrier named Berta.... NaN NaN NaN https://twitter.com/dog_rates/status/668636665... ... 1 komondor 0.999956 True llama 0.000043 False ram 2.160900e-07 False
1930 668614819948453888 NaN NaN 2015-11-23 02:19:29 +0000 <a href="http://twitter.com/download/iphone" r... Here is a horned dog. Much grace. Can jump ove... NaN NaN NaN https://twitter.com/dog_rates/status/668614819... ... 1 bustard 0.380772 False pelican 0.100554 False crane 8.471350e-02 False
1936 668507509523615744 NaN NaN 2015-11-22 19:13:05 +0000 <a href="http://twitter.com/download/iphone" r... This is a Birmingham Quagmire named Chuk. Love... NaN NaN NaN https://twitter.com/dog_rates/status/668507509... ... 1 basenji 0.055379 True Shetland_sheepdog 0.054322 True whippet 5.191340e-02 True
1940 668466899341221888 NaN NaN 2015-11-22 16:31:42 +0000 <a href="http://twitter.com/download/iphone" r... Here is a mother dog caring for her pups. Snaz... NaN NaN NaN https://twitter.com/dog_rates/status/668466899... ... 1 shopping_basket 0.398361 False hamper 0.363222 False bassinet 8.417350e-02 False
1953 668171859951755264 NaN NaN 2015-11-21 20:59:20 +0000 <a href="http://twitter.com/download/iphone" r... This is a Trans Siberian Kellogg named Alfonso... NaN NaN NaN https://twitter.com/dog_rates/status/668171859... ... 1 Chihuahua 0.664834 True cowboy_boot 0.060343 False giant_panda 5.983750e-02 False
1967 667861340749471744 NaN NaN 2015-11-21 00:25:26 +0000 <a href="http://twitter.com/download/iphone" r... This is a Shotokon Macadamia mix named Cheryl.... NaN NaN NaN https://twitter.com/dog_rates/status/667861340... ... 1 malamute 0.967275 True Siberian_husky 0.016168 True Eskimo_dog 1.127740e-02 True
1973 667773195014021121 NaN NaN 2015-11-20 18:35:10 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is a rare Hungarian Pinot named Jessiga. ... NaN NaN NaN https://twitter.com/dog_rates/status/667773195... ... 1 West_Highland_white_terrier 0.360465 True pug 0.093494 True ice_bear 6.903820e-02 False
1982 667538891197542400 NaN NaN 2015-11-20 03:04:08 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is a southwest Coriander named Klint. Hat... NaN NaN NaN https://twitter.com/dog_rates/status/667538891... ... 1 Yorkshire_terrier 0.618957 True silky_terrier 0.300313 True Australian_terrier 5.341200e-02 True
1991 667470559035432960 NaN NaN 2015-11-19 22:32:36 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is a northern Wahoo named Kohl. He runs t... NaN NaN NaN https://twitter.com/dog_rates/status/667470559... ... 1 toy_poodle 0.304175 True pug 0.223427 True Lakeland_terrier 7.331650e-02 True
2005 667177989038297088 NaN NaN 2015-11-19 03:10:02 +0000 <a href="http://twitter.com/download/iphone" r... This is a Dasani Kingfisher from Maine. His na... NaN NaN NaN https://twitter.com/dog_rates/status/667177989... ... 1 vizsla 0.259249 True Chesapeake_Bay_retriever 0.176293 True Weimaraner 1.123690e-01 True
2021 666983947667116034 NaN NaN 2015-11-18 14:18:59 +0000 <a href="http://twitter.com/download/iphone" r... This is a curly Ticonderoga named Pepe. No fee... NaN NaN NaN https://twitter.com/dog_rates/status/666983947... ... 1 swab 0.589446 False chain_saw 0.190142 False wig 3.450970e-02 False
2028 666781792255496192 NaN NaN 2015-11-18 00:55:42 +0000 <a href="http://twitter.com/download/iphone" r... This is a purebred Bacardi named Octaviath. Ca... NaN NaN NaN https://twitter.com/dog_rates/status/666781792... ... 1 Italian_greyhound 0.618316 True Weimaraner 0.151363 True vizsla 8.598910e-02 True
2031 666701168228331520 NaN NaN 2015-11-17 19:35:19 +0000 <a href="http://twitter.com/download/iphone" r... This is a golden Buckminsterfullerene named Jo... NaN NaN NaN https://twitter.com/dog_rates/status/666701168... ... 1 Labrador_retriever 0.887707 True Chihuahua 0.029307 True French_bulldog 2.075630e-02 True
2044 666407126856765440 NaN NaN 2015-11-17 00:06:54 +0000 <a href="http://twitter.com/download/iphone" r... This is a southern Vesuvius bumblegruff. Can d... NaN NaN NaN https://twitter.com/dog_rates/status/666407126... ... 1 black-and-tan_coonhound 0.529139 True bloodhound 0.244220 True flat-coated_retriever 1.738100e-01 True
2050 666337882303524864 NaN NaN 2015-11-16 19:31:45 +0000 <a href="http://twitter.com/download/iphone" r... This is an extremely rare horned Parthenon. No... NaN NaN NaN https://twitter.com/dog_rates/status/666337882... ... 1 ox 0.416669 False Newfoundland 0.278407 True groenendael 1.026430e-01 True
2051 666293911632134144 NaN NaN 2015-11-16 16:37:02 +0000 <a href="http://twitter.com/download/iphone" r... This is a funny dog. Weird toes. Won't come do... NaN NaN NaN https://twitter.com/dog_rates/status/666293911... ... 1 three-toed_sloth 0.914671 False otter 0.015250 False great_grey_owl 1.320720e-02 False
2052 666287406224695296 NaN NaN 2015-11-16 16:11:11 +0000 <a href="http://twitter.com/download/iphone" r... This is an Albanian 3 1/2 legged Episcopalian... NaN NaN NaN https://twitter.com/dog_rates/status/666287406... ... 1 Maltese_dog 0.857531 True toy_poodle 0.063064 True miniature_poodle 2.558060e-02 True
2062 666063827256086533 NaN NaN 2015-11-16 01:22:45 +0000 <a href="http://twitter.com/download/iphone" r... This is the happiest dog you will ever see. Ve... NaN NaN NaN https://twitter.com/dog_rates/status/666063827... ... 1 golden_retriever 0.775930 True Tibetan_mastiff 0.093718 True Labrador_retriever 7.242660e-02 True
2063 666058600524156928 NaN NaN 2015-11-16 01:01:59 +0000 <a href="http://twitter.com/download/iphone" r... Here is the Rand Paul of retrievers folks! He'... NaN NaN NaN https://twitter.com/dog_rates/status/666058600... ... 1 miniature_poodle 0.201493 True komondor 0.192305 True soft-coated_wheaten_terrier 8.208610e-02 True
2064 666057090499244032 NaN NaN 2015-11-16 00:55:59 +0000 <a href="http://twitter.com/download/iphone" r... My oh my. This is a rare blond Canadian terrie... NaN NaN NaN https://twitter.com/dog_rates/status/666057090... ... 1 shopping_cart 0.962465 False shopping_basket 0.014594 False golden_retriever 7.958960e-03 True
2065 666055525042405380 NaN NaN 2015-11-16 00:49:46 +0000 <a href="http://twitter.com/download/iphone" r... Here is a Siberian heavily armored polar bear ... NaN NaN NaN https://twitter.com/dog_rates/status/666055525... ... 1 chow 0.692517 True Tibetan_mastiff 0.058279 True fur_coat 5.444860e-02 False
2066 666051853826850816 NaN NaN 2015-11-16 00:35:11 +0000 <a href="http://twitter.com/download/iphone" r... This is an odd dog. Hard on the outside but lo... NaN NaN NaN https://twitter.com/dog_rates/status/666051853... ... 1 box_turtle 0.933012 False mud_turtle 0.045885 False terrapin 1.788530e-02 False
2067 666050758794694657 NaN NaN 2015-11-16 00:30:50 +0000 <a href="http://twitter.com/download/iphone" r... This is a truly beautiful English Wilson Staff... NaN NaN NaN https://twitter.com/dog_rates/status/666050758... ... 1 Bernese_mountain_dog 0.651137 True English_springer 0.263788 True Greater_Swiss_Mountain_dog 1.619920e-02 True
2069 666044226329800704 NaN NaN 2015-11-16 00:04:52 +0000 <a href="http://twitter.com/download/iphone" r... This is a purebred Piers Morgan. Loves to Netf... NaN NaN NaN https://twitter.com/dog_rates/status/666044226... ... 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 2.227520e-01 True
2070 666033412701032449 NaN NaN 2015-11-15 23:21:54 +0000 <a href="http://twitter.com/download/iphone" r... Here is a very happy pup. Big fan of well-main... NaN NaN NaN https://twitter.com/dog_rates/status/666033412... ... 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 1.161970e-01 True
2071 666029285002620928 NaN NaN 2015-11-15 23:05:30 +0000 <a href="http://twitter.com/download/iphone" r... This is a western brown Mitsubishi terrier. Up... NaN NaN NaN https://twitter.com/dog_rates/status/666029285... ... 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 7.201000e-02 True

70 rows × 59 columns

In [42]:
#Replacing invalid names with none
master_df_clean=master_df_clean.replace({'name':{'A':'None','An':'None','The':'None','O':'None'}})

Test

In [43]:
master_df_clean.loc[master_df_clean['name'].isin(['A','An','The','O'])]
Out[43]:
tweet_id in_reply_to_status_id_x in_reply_to_user_id_x timestamp source_x text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls ... img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog

0 rows × 59 columns

Define

  1. Extract dog gender from text column

Code

In [44]:
# Looping for pronouns of male or female;

male_pronouns = ['He', 'he','HE','HIM', 'him','Him','HIS', 'his','His',"HE'S" ,"he's","He's",'HIMSELF', 'himself','Himself','BOY','boy','Boy']
female_pronouns = ['She', 'she', 'SHE','HER','HERS','her','Her','hers','Hers','HERSELF', 'herself','Herself' ,"she's","She's","SHE'S",'SHE','GIRL','Girl','girl']

gender = []

for t in master_df_clean['text']:
    if any(map(lambda v:v in male_pronouns, t.split())):
        gender.append('male')
    # Female
    elif any(map(lambda v:v in female_pronouns, t.split())):
        gender.append('female')
    # If neither male nor female then none
    else:
        gender.append('None')

#add a new column for dog gender
master_df_clean['gender'] = gender

Test

In [45]:
#Check if gender column is populated correctly
master_df_clean['gender'].value_counts()
Out[45]:
male      1046
None       675
female     352
Name: gender, dtype: int64
In [46]:
master_df_clean[master_df_clean['gender']=='None']
Out[46]:
tweet_id in_reply_to_status_id_x in_reply_to_user_id_x timestamp source_x text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls ... p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog gender
5 891087950875897856 NaN NaN 2017-07-29 00:08:17 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a majestic great white breaching ... NaN NaN NaN https://twitter.com/dog_rates/status/891087950... ... Chesapeake_Bay_retriever 0.425595 True Irish_terrier 0.116317 True Indian_elephant 7.690220e-02 False None
12 889665388333682689 NaN NaN 2017-07-25 01:55:32 +0000 <a href="http://twitter.com/download/iphone" r... Here's a puppo that seems to be on the fence a... NaN NaN NaN https://twitter.com/dog_rates/status/889665388... ... Pembroke 0.966327 True Cardigan 0.027356 True basenji 4.633230e-03 True None
21 887517139158093824 NaN NaN 2017-07-19 03:39:09 +0000 <a href="http://twitter.com/download/iphone" r... I've yet to rate a Venezuelan Hover Wiener. Th... NaN NaN NaN https://twitter.com/dog_rates/status/887517139... ... limousine 0.130432 False tow_truck 0.029175 False shopping_cart 2.632080e-02 False None
23 887343217045368832 NaN NaN 2017-07-18 16:08:03 +0000 <a href="http://twitter.com/download/iphone" r... You may not have known you needed to see this ... NaN NaN NaN https://twitter.com/dog_rates/status/887343217... ... Mexican_hairless 0.330741 True sea_lion 0.275645 False Weimaraner 1.342030e-01 True None
24 887101392804085760 NaN NaN 2017-07-18 00:07:08 +0000 <a href="http://twitter.com/download/iphone" r... This... is a Jubilant Antarctic House Bear. We... NaN NaN NaN https://twitter.com/dog_rates/status/887101392... ... Samoyed 0.733942 True Eskimo_dog 0.035029 True Staffordshire_bullterrier 2.970470e-02 True None
28 886366144734445568 NaN NaN 2017-07-15 23:25:31 +0000 <a href="http://twitter.com/download/iphone" r... This is Roscoe. Another pupper fallen victim t... NaN NaN NaN https://twitter.com/dog_rates/status/886366144... ... French_bulldog 0.999201 True Chihuahua 0.000361 True Boston_bull 7.556160e-05 True None
33 885167619883638784 NaN NaN 2017-07-12 16:03:00 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a corgi undercover as a malamute.... NaN NaN NaN https://twitter.com/dog_rates/status/885167619... ... malamute 0.812482 True Siberian_husky 0.071712 True Eskimo_dog 5.576970e-02 True None
37 884441805382717440 NaN NaN 2017-07-10 15:58:53 +0000 <a href="http://twitter.com/download/iphone" r... I present to you, Pup in Hat. Pup in Hat is gr... NaN NaN NaN https://twitter.com/dog_rates/status/884441805... ... Pembroke 0.993225 True Cardigan 0.003216 True Chihuahua 2.080890e-03 True None
42 883117836046086144 NaN NaN 2017-07-07 00:17:54 +0000 <a href="http://twitter.com/download/iphone" r... Please only send dogs. We don't rate mechanics... NaN NaN NaN https://twitter.com/dog_rates/status/883117836... ... golden_retriever 0.949562 True Labrador_retriever 0.045948 True kuvasz 2.470940e-03 True None
50 881536004380872706 NaN NaN 2017-07-02 15:32:16 +0000 <a href="http://twitter.com/download/iphone" r... Here is a pupper approaching maximum borkdrive... NaN NaN NaN https://twitter.com/dog_rates/status/881536004... ... Samoyed 0.281463 True Angora 0.272066 False Persian_cat 1.148540e-01 False None
53 880872448815771648 NaN NaN 2017-06-30 19:35:32 +0000 <a href="http://twitter.com/download/iphone" r... Ugh not again. We only rate dogs. Please don't... NaN NaN NaN https://twitter.com/dog_rates/status/880872448... ... Pembroke 0.791416 True Norwich_terrier 0.061393 True Chihuahua 3.372570e-02 True None
56 880095782870896641 NaN NaN 2017-06-28 16:09:20 +0000 <a href="http://twitter.com/download/iphone" r... Please don't send in photos without dogs in th... NaN NaN NaN https://twitter.com/dog_rates/status/880095782... ... miniature_pinscher 0.120298 True Rhodesian_ridgeback 0.106395 True beagle 1.060730e-01 True None
75 875144289856114688 NaN NaN 2017-06-15 00:13:52 +0000 <a href="http://twitter.com/download/iphone" r... Meet Nugget and Hank. Nugget took Hank's bone.... NaN NaN NaN https://twitter.com/dog_rates/status/875144289... ... Siberian_husky 0.245048 True Pembroke 0.223716 True dingo 1.607530e-01 False None
76 875021211251597312 NaN NaN 2017-06-14 16:04:48 +0000 <a href="http://twitter.com/download/iphone" r... Guys please stop sending pictures without any ... NaN NaN NaN https://twitter.com/dog_rates/status/875021211... ... West_Highland_white_terrier 0.714319 True Siberian_husky 0.091913 True Great_Pyrenees 4.603820e-02 True None
79 874057562936811520 NaN NaN 2017-06-12 00:15:36 +0000 <a href="http://twitter.com/download/iphone" r... I can't believe this keeps happening. This, is... NaN NaN NaN https://twitter.com/dog_rates/status/874057562... ... flat-coated_retriever 0.832177 True black-and-tan_coonhound 0.040437 True Newfoundland 2.822830e-02 True None
82 873580283840344065 NaN NaN 2017-06-10 16:39:04 +0000 <a href="http://twitter.com/download/iphone" r... We usually don't rate Deck-bound Saskatoon Bla... NaN NaN NaN https://twitter.com/dog_rates/status/873580283... ... Newfoundland 0.678537 True Tibetan_mastiff 0.244022 True chow 4.852950e-02 True None
85 872820683541237760 NaN NaN 2017-06-08 14:20:41 +0000 <a href="http://twitter.com/download/iphone" r... Here are my favorite #dogsatpollingstations \n... NaN NaN NaN https://twitter.com/dog_rates/status/872820683... ... pug 0.999120 True French_bulldog 0.000552 True bull_mastiff 7.289040e-05 True None
87 872486979161796608 NaN NaN 2017-06-07 16:14:40 +0000 <a href="http://twitter.com/download/iphone" r... We. Only. Rate. Dogs. Do not send in other thi... NaN NaN NaN https://twitter.com/dog_rates/status/872486979... ... Pembroke 0.931861 True Cardigan 0.037721 True Chihuahua 1.196670e-02 True None
94 870804317367881728 NaN NaN 2017-06-03 00:48:22 +0000 <a href="http://twitter.com/download/iphone" r... Real funny guys. Sending in a pic without a do... NaN NaN NaN https://twitter.com/dog_rates/status/870804317... ... home_theater 0.168290 False sandbar 0.098040 False television 7.972940e-02 False None
104 868622495443632128 NaN NaN 2017-05-28 00:18:35 +0000 <a href="http://twitter.com/download/iphone" r... Here's a h*ckin peaceful boy. Unbothered by th... NaN NaN NaN https://twitter.com/dog_rates/status/868622495... ... Labrador_retriever 0.868107 True Great_Pyrenees 0.060973 True Saint_Bernard 3.348890e-02 True None
106 867900495410671616 NaN NaN 2017-05-26 00:29:37 +0000 <a href="http://twitter.com/download/iphone" r... Unbelievable. We only rate dogs. Please don't ... NaN NaN NaN https://twitter.com/dog_rates/status/867900495... ... Labrador_retriever 0.522644 True kuvasz 0.332461 True dalmatian 3.200810e-02 True None
109 867072653475098625 NaN NaN 2017-05-23 17:40:04 +0000 <a href="http://twitter.com/download/iphone" r... RT @rachaeleasler: these @dog_rates hats are 1... 8.650134e+17 7.874618e+17 2017-05-18 01:17:25 +0000 https://twitter.com/rachaeleasler/status/86501... ... Blenheim_spaniel 0.352946 True papillon 0.211766 True Pekinese 1.129520e-01 True None
110 867051520902168576 NaN NaN 2017-05-23 16:16:06 +0000 <a href="http://twitter.com/download/iphone" r... Oh my this spooked me up. We only rate dogs, n... NaN NaN NaN https://twitter.com/dog_rates/status/867051520... ... Samoyed 0.471403 True Pekinese 0.302219 True Pomeranian 1.566060e-01 True None
117 864873206498414592 NaN NaN 2017-05-17 16:00:15 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please don't send in Jesus.... NaN NaN NaN https://twitter.com/dog_rates/status/864873206... ... pole 0.478616 False lakeside 0.114182 False wreck 5.592650e-02 False None
128 862096992088072192 NaN NaN 2017-05-10 00:08:34 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please don't send perfectly... NaN NaN NaN https://twitter.com/dog_rates/status/862096992... ... chow 0.677589 True Pomeranian 0.270648 True Pekinese 3.810990e-02 True None
131 861288531465048066 NaN NaN 2017-05-07 18:36:02 +0000 <a href="http://twitter.com/download/iphone" r... HI. MY. NAME. IS. BOOMER. AND. I. WANT. TO. SA... NaN NaN NaN https://twitter.com/dog_rates/status/861288531... ... syringe 0.144712 False oxygen_mask 0.106684 False Bouvier_des_Flandres 8.261020e-02 True None
133 860924035999428608 NaN NaN 2017-05-06 18:27:40 +0000 <a href="http://twitter.com/download/iphone" r... RT @tallylott: h*ckin adorable promposal. 13/1... 8.609145e+17 3.638908e+08 2017-05-06 17:49:42 +0000 https://twitter.com/tallylott/status/860914485... ... envelope 0.933016 False oscilloscope 0.012591 False paper_towel 1.117850e-02 False None
137 860184849394610176 NaN NaN 2017-05-04 17:30:24 +0000 <a href="http://twitter.com/download/iphone" r... Here we have perhaps the wisest dog of all. Ab... NaN NaN NaN https://twitter.com/dog_rates/status/860184849... ... chimpanzee 0.267612 False gorilla 0.104293 False orangutan 5.990750e-02 False None
141 859196978902773760 NaN NaN 2017-05-02 00:04:57 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. This is quite clearly a smo... NaN NaN NaN https://twitter.com/dog_rates/status/859196978... ... Angora 0.224218 False malamute 0.216163 True Persian_cat 1.283830e-01 False None
142 859074603037188101 NaN NaN 2017-05-01 15:58:40 +0000 <a href="http://twitter.com/download/iphone" r... Here we have an exotic dog. Good at ukulele. F... NaN NaN NaN https://twitter.com/dog_rates/status/859074603... ... revolver 0.190292 False projectile 0.149064 False fountain 6.604660e-02 False None
143 858843525470990336 NaN NaN 2017-05-01 00:40:27 +0000 <a href="http://twitter.com/download/iphone" r... I have stumbled puppon a doggo painting party.... NaN NaN NaN https://twitter.com/dog_rates/status/858843525... ... golden_retriever 0.578120 True Labrador_retriever 0.286059 True bloodhound 2.691730e-02 True None
148 857393404942143489 NaN NaN 2017-04-27 00:38:11 +0000 <a href="http://twitter.com/download/iphone" r... Instead of the usual nightly dog rate, I'm sha... NaN NaN NaN https://www.gofundme.com/meeko-needs-heart-sur... ... malamute 0.841597 True Siberian_husky 0.073644 True Eskimo_dog 7.212860e-02 True None
149 857263160327368704 NaN NaN 2017-04-26 16:00:39 +0000 <a href="http://twitter.com/download/iphone" r... This is Oscar and Oliver. Oliver shrunk Oscar.... NaN NaN NaN https://twitter.com/dog_rates/status/857263160... ... Samoyed 0.998021 True Pomeranian 0.000922 True keeshond 3.112610e-04 True None
153 856282028240666624 NaN NaN 2017-04-23 23:01:59 +0000 <a href="http://twitter.com/download/iphone" r... This is Cermet, Paesh, and Morple. They are ab... NaN NaN NaN https://twitter.com/dog_rates/status/856282028... ... Chihuahua 0.876543 True Italian_greyhound 0.032962 True Cardigan 2.077590e-02 True None
155 855459453768019968 NaN NaN 2017-04-21 16:33:22 +0000 <a href="http://twitter.com/download/iphone" r... Guys, we only rate dogs. This is quite clearly... NaN NaN NaN https://twitter.com/dog_rates/status/855459453... ... Blenheim_spaniel 0.389513 True Pekinese 0.188220 True Japanese_spaniel 8.262820e-02 True None
160 854010172552949760 NaN NaN 2017-04-17 16:34:26 +0000 <a href="http://twitter.com/download/iphone" r... At first I thought this was a shy doggo, but i... NaN NaN NaN https://twitter.com/dog_rates/status/854010172... ... English_springer 0.354733 True collie 0.177538 True Border_collie 1.317060e-01 True None
171 851861385021730816 NaN NaN 2017-04-11 18:15:55 +0000 <a href="http://twitter.com/download/iphone" r... RT @eddie_coe98: Thanks @dog_rates completed m... 8.482894e+17 3.410211e+08 2017-04-01 21:42:03 +0000 https://twitter.com/eddie_coe98/status/8482893... ... pencil_box 0.662183 False purse 0.066505 False pillow 4.472530e-02 False None
172 851591660324737024 NaN NaN 2017-04-11 00:24:08 +0000 <a href="http://twitter.com/download/iphone" r... Oh jeez u did me quite the spook little fella.... NaN NaN NaN https://twitter.com/dog_rates/status/851591660... ... Cardigan 0.394507 True Chihuahua 0.077254 True French_bulldog 7.655880e-02 True None
179 849776966551130114 NaN NaN 2017-04-06 00:13:11 +0000 <a href="http://twitter.com/download/iphone" r... Seriously guys? Again? We only rate dogs. Plea... NaN NaN NaN https://twitter.com/dog_rates/status/849776966... ... Chihuahua 0.292092 True toy_terrier 0.136852 True bonnet 1.031110e-01 False None
181 849336543269576704 NaN NaN 2017-04-04 19:03:06 +0000 <a href="http://twitter.com/download/iphone" r... At first I thought this was a dog because of t... NaN NaN NaN https://twitter.com/dog_rates/status/849336543... ... patio 0.521788 False prison 0.149544 False restaurant 2.715260e-02 False None
183 848690551926992896 NaN NaN 2017-04-03 00:16:10 +0000 <a href="http://twitter.com/download/iphone" r... Please stop sending in animals other than dogs... NaN NaN NaN https://twitter.com/dog_rates/status/848690551... ... flat-coated_retriever 0.823648 True Newfoundland 0.100571 True groenendael 3.830970e-02 True None
186 847971574464610304 NaN NaN 2017-04-01 00:39:12 +0000 <a href="http://twitter.com/download/iphone" r... RT @basic_vacek_: I love my new mug easy 13/10... 8.479710e+17 5.970642e+08 2017-04-01 00:36:55 +0000 https://twitter.com/basic_vacek_/status/847971... ... coffee_mug 0.633652 False cup 0.273392 False toilet_tissue 6.665580e-02 False None
192 847116187444137987 NaN NaN 2017-03-29 16:00:12 +0000 <a href="http://twitter.com/download/iphone" r... Unbelievable... We. Only. Rate. Dogs. Please s... NaN NaN NaN https://twitter.com/dog_rates/status/847116187... ... white_wolf 0.128935 False American_Staffordshire_terrier 0.113434 True dingo 8.123140e-02 False None
196 846042936437604353 NaN NaN 2017-03-26 16:55:29 +0000 <a href="http://twitter.com/download/iphone" r... Meet Jarvis. The snow pupsets him. Officially ... NaN NaN NaN https://twitter.com/dog_rates/status/846042936... ... golden_retriever 0.961110 True Labrador_retriever 0.016695 True Tibetan_mastiff 9.081530e-03 True None
197 845812042753855489 NaN NaN 2017-03-26 01:38:00 +0000 <a href="http://twitter.com/download/iphone" r... We usually don't rate polar bears but this one... NaN NaN NaN https://twitter.com/dog_rates/status/845812042... ... Samoyed 0.979803 True chow 0.015923 True white_wolf 1.302790e-03 False None
198 845677943972139009 NaN NaN 2017-03-25 16:45:08 +0000 <a href="http://twitter.com/download/iphone" r... C'mon guys. Please only send in dogs. We only ... NaN NaN NaN https://twitter.com/dog_rates/status/845677943... ... chow 0.808681 True groenendael 0.123141 True Newfoundland 2.214320e-02 True None
201 844979544864018432 7.590995e+17 4.196984e+09 2017-03-23 18:29:57 +0000 <a href="http://twitter.com/download/iphone" r... PUPDATE: I'm proud to announce that Toby is 23... NaN NaN NaN https://twitter.com/dog_rates/status/844979544... ... tennis_ball 0.999281 False racket 0.000370 False Shetland_sheepdog 1.320680e-04 True None
206 843856843873095681 NaN NaN 2017-03-20 16:08:44 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Sadie and Daisy. They do all thei... NaN NaN NaN https://twitter.com/dog_rates/status/843856843... ... Labrador_retriever 0.922540 True golden_retriever 0.074358 True Great_Pyrenees 2.324950e-03 True None
217 841439858740625411 NaN NaN 2017-03-14 00:04:30 +0000 <a href="http://twitter.com/download/iphone" r... Here we have some incredible doggos for #K9Vet... NaN NaN NaN https://twitter.com/dog_rates/status/841439858... ... military_uniform 0.853684 False Labrador_retriever 0.048200 True groenendael 1.539440e-02 True None
221 840632337062862849 NaN NaN 2017-03-11 18:35:42 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Maddie and Gunner. They are consi... NaN NaN NaN https://www.gofundme.com/3hgsuu0,https://twitt... ... golden_retriever 0.711148 True cocker_spaniel 0.157929 True Labrador_retriever 5.958190e-02 True None
226 839290600511926273 NaN NaN 2017-03-08 01:44:07 +0000 <a href="http://twitter.com/download/iphone" r... RT @alexmartindawg: THE DRINK IS DR. PUPPER 10... 8.392899e+17 4.119842e+07 2017-03-08 01:41:24 +0000 https://twitter.com/alexmartindawg/status/8392... ... web_site 0.670892 False monitor 0.101565 False screen 7.530610e-02 False None
229 838916489579200512 NaN NaN 2017-03-07 00:57:32 +0000 <a href="http://twitter.com/download/iphone" r... RT @KibaDva: I collected all the good dogs!! 1... 8.389060e+17 8.117408e+08 2017-03-07 00:15:46 +0000 https://twitter.com/KibaDva/status/83890598062... ... web_site 0.993651 False monitor 0.001406 False envelope 1.093090e-03 False None
233 837820167694528512 NaN NaN 2017-03-04 00:21:08 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper before and after being asked "... NaN NaN NaN https://twitter.com/dog_rates/status/837820167... ... golden_retriever 0.887625 True Labrador_retriever 0.068718 True kuvasz 3.038680e-02 True None
238 837012587749474308 NaN NaN 2017-03-01 18:52:06 +0000 <a href="http://twitter.com/download/iphone" r... RT @KennyFromDaBlok: 14/10 h*ckin good hats. w... 8.370113e+17 7.266347e+08 2017-03-01 18:47:10 +0000 https://twitter.com/KennyFromDaBlok/status/837... ... toilet_tissue 0.186387 False cowboy_hat 0.158555 False sombrero 1.494700e-01 False None
248 835172783151792128 NaN NaN 2017-02-24 17:01:22 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please don't send in any no... NaN NaN NaN https://twitter.com/dog_rates/status/835172783... ... Border_collie 0.663138 True collie 0.152494 True Cardigan 3.547060e-02 True None
249 835152434251116546 NaN NaN 2017-02-24 15:40:31 +0000 <a href="http://twitter.com/download/iphone" r... When you're so blinded by your systematic plag... NaN NaN NaN https://twitter.com/dog_rates/status/835152434... ... swing 0.967066 False American_Staffordshire_terrier 0.012731 True Staffordshire_bullterrier 7.039220e-03 True None
252 834574053763584002 NaN NaN 2017-02-23 01:22:14 +0000 <a href="http://twitter.com/download/iphone" r... Here's a doggo fully pupared for a shower. H*c... NaN NaN NaN https://twitter.com/dog_rates/status/834574053... ... toilet_tissue 0.262936 False golden_retriever 0.226564 True bathtub 7.887900e-02 False None
253 834458053273591808 NaN NaN 2017-02-22 17:41:18 +0000 <a href="http://twitter.com/download/iphone" r... Meet Chester (bottom) &amp; Harold (top). They... NaN NaN NaN https://twitter.com/dog_rates/status/834458053... ... Rhodesian_ridgeback 0.468619 True whippet 0.177531 True redbone 1.065520e-01 True None
263 832769181346996225 NaN NaN 2017-02-18 01:50:19 +0000 <a href="http://twitter.com/download/iphone" r... RT @EmilieGambril: 12/10 h*cking excited about... 8.327664e+17 4.871977e+08 2017-02-18 01:39:12 +0000 https://twitter.com/EmilieGambril/status/83276... ... jersey 0.895698 False sweatshirt 0.089085 False poncho 2.975220e-03 False None
278 831315979191906304 NaN NaN 2017-02-14 01:35:49 +0000 <a href="http://twitter.com" rel="nofollow">Tw... I couldn't make it to the #WKCDogShow BUT I ha... NaN NaN NaN https://twitter.com/dog_rates/status/831315979... ... briard 0.982755 True soft-coated_wheaten_terrier 0.009084 True Bouvier_des_Flandres 4.692800e-03 True None
293 828650029636317184 NaN NaN 2017-02-06 17:02:17 +0000 <a href="http://twitter.com/download/iphone" r... Occasionally, we're sent fantastic stories. Th... NaN NaN NaN https://twitter.com/dog_rates/status/828650029... ... golden_retriever 0.649209 True Chesapeake_Bay_retriever 0.198560 True vizsla 5.619990e-02 True None
300 828011680017821696 NaN NaN 2017-02-04 22:45:42 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Brutus and Jersey. They think the... NaN NaN NaN https://twitter.com/dog_rates/status/828011680... ... American_Staffordshire_terrier 0.936662 True Staffordshire_bullterrier 0.032999 True bull_mastiff 1.718340e-02 True None
310 826240494070030336 NaN NaN 2017-01-31 01:27:39 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please don't send in any mo... NaN NaN NaN https://twitter.com/dog_rates/status/826240494... ... French_bulldog 0.903048 True pug 0.096242 True Boston_bull 2.343640e-04 True None
311 826204788643753985 NaN NaN 2017-01-30 23:05:46 +0000 <a href="http://twitter.com/download/iphone" r... Here's a little more info on Dew, your favorit... NaN NaN NaN http://us.blastingnews.com/news/2017/01/kentuc... ... Labrador_retriever 0.782058 True golden_retriever 0.156581 True soft-coated_wheaten_terrier 7.275120e-03 True None
321 824325613288833024 NaN NaN 2017-01-25 18:38:36 +0000 <a href="http://twitter.com/download/iphone" r... Retweet the h*ck out of this 13/10 pupper #Bel... NaN NaN NaN https://twitter.com/dog_rates/status/824325613... ... Pembroke 0.990793 True Cardigan 0.008919 True basenji 2.622640e-04 True None
327 823269594223824897 NaN NaN 2017-01-22 20:42:21 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: We only rate dogs. Please don't... 8.222448e+17 4.196984e+09 2017-01-20 00:50:15 +0000 https://twitter.com/dog_rates/status/822244816... ... Samoyed 0.585441 True Pomeranian 0.193654 True Arctic_fox 7.164760e-02 False None
329 822872901745569793 NaN NaN 2017-01-21 18:26:02 +0000 <a href="http://twitter.com/download/iphone" r... Here's a super supportive puppo participating ... NaN NaN NaN https://twitter.com/dog_rates/status/822872901... ... Lakeland_terrier 0.196015 True Labrador_retriever 0.160329 True Irish_terrier 6.912620e-02 True None
332 822610361945911296 NaN NaN 2017-01-21 01:02:48 +0000 <a href="http://twitter.com/download/iphone" r... Please stop sending in non-canines like this V... NaN NaN NaN https://twitter.com/dog_rates/status/822610361... ... cocker_spaniel 0.664487 True Norfolk_terrier 0.075089 True Norwich_terrier 5.964390e-02 True None
335 822244816520155136 NaN NaN 2017-01-20 00:50:15 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please don't send pics of m... NaN NaN NaN https://twitter.com/dog_rates/status/822244816... ... Samoyed 0.585441 True Pomeranian 0.193654 True Arctic_fox 7.164760e-02 False None
345 820690176645140481 NaN NaN 2017-01-15 17:52:40 +0000 <a href="http://twitter.com/download/iphone" r... The floofs have been released I repeat the flo... NaN NaN NaN https://twitter.com/dog_rates/status/820690176... ... West_Highland_white_terrier 0.872064 True kuvasz 0.059526 True Samoyed 3.739960e-02 True None
347 820314633777061888 NaN NaN 2017-01-14 17:00:24 +0000 <a href="http://twitter.com/download/iphone" r... We are proud to support @LoveYourMelon on thei... NaN NaN NaN https://www.loveyourmelon.com/pages/ourstory,h... ... Gordon_setter 0.940724 True black-and-tan_coonhound 0.042041 True Rottweiler 9.417430e-03 True None
348 820078625395449857 NaN NaN 2017-01-14 01:22:35 +0000 <a href="http://twitter.com/download/iphone" r... I've never wanted to go to a camp more in my e... NaN NaN NaN https://twitter.com/dog_rates/status/820078625... ... school_bus 0.999833 False cab 0.000160 False crane 1.799800e-06 False None
353 819347104292290561 NaN NaN 2017-01-12 00:55:47 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Anna and Elsa. They fall asleep i... NaN NaN NaN https://twitter.com/dog_rates/status/819347104... ... Rottweiler 0.909106 True black-and-tan_coonhound 0.044120 True Doberman 3.183490e-02 True None
367 817536400337801217 NaN NaN 2017-01-07 01:00:41 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Eugene &amp; Patti Melt. No matte... NaN NaN NaN https://twitter.com/dog_rates/status/817536400... ... pug 0.971358 True French_bulldog 0.028518 True Boston_bull 8.596980e-05 True None
370 817181837579653120 NaN NaN 2017-01-06 01:31:47 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: Here's a pupper with squeaky hi... 8.159661e+17 4.196984e+09 2017-01-02 17:00:46 +0000 https://twitter.com/dog_rates/status/815966073... ... Tibetan_mastiff 0.506312 True Tibetan_terrier 0.295690 True otterhound 3.625070e-02 True None
372 817120970343411712 NaN NaN 2017-01-05 21:29:55 +0000 <a href="http://twitter.com/download/iphone" r... Name a more iconic quartet... I'll wait. 13/10... NaN NaN NaN https://twitter.com/dog_rates/status/817120970... ... Saluki 0.568809 True Afghan_hound 0.229352 True golden_retriever 1.571300e-01 True None
382 815966073409433600 NaN NaN 2017-01-02 17:00:46 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper with squeaky hiccups. Please e... NaN NaN NaN https://twitter.com/dog_rates/status/815966073... ... Tibetan_mastiff 0.506312 True Tibetan_terrier 0.295690 True otterhound 3.625070e-02 True None
385 815390420867969024 NaN NaN 2017-01-01 02:53:20 +0000 <a href="http://twitter.com/download/iphone" r... Happy New Year from the squad! 13/10 for all h... NaN NaN NaN https://twitter.com/dog_rates/status/815390420... ... restaurant 0.279846 False toyshop 0.091429 False paper_towel 4.614740e-02 False None
392 813812741911748608 NaN NaN 2016-12-27 18:24:12 +0000 <a href="http://twitter.com/download/iphone" r... Meet Gary, Carrie Fisher's dog. Idk what I can... NaN NaN NaN https://twitter.com/dog_rates/status/813812741... ... French_bulldog 0.709146 True Boston_bull 0.247621 True boxer 1.885510e-02 True None
395 813202720496779264 NaN NaN 2016-12-26 02:00:11 +0000 <a href="http://twitter.com/download/iphone" r... Here's a doggo who has concluded that Christma... NaN NaN NaN https://twitter.com/dog_rates/status/813202720... ... cocker_spaniel 0.701852 True golden_retriever 0.120345 True Labrador_retriever 3.632020e-02 True None
396 813187593374461952 NaN NaN 2016-12-26 01:00:05 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please don't send in other ... NaN NaN NaN https://twitter.com/dog_rates/status/813187593... ... golden_retriever 0.888181 True Labrador_retriever 0.042312 True Saluki 9.701730e-03 True None
400 813127251579564032 NaN NaN 2016-12-25 21:00:18 +0000 <a href="http://twitter.com/download/iphone" r... Here's an anonymous doggo that appears to be v... NaN NaN NaN https://twitter.com/dog_rates/status/813127251... ... Norwegian_elkhound 0.432416 True whippet 0.374223 True Siberian_husky 3.246260e-02 True None
407 812709060537683968 NaN NaN 2016-12-24 17:18:34 +0000 <a href="http://twitter.com/download/iphone" r... This is Brandi and Harley. They are practicing... NaN NaN NaN https://twitter.com/dog_rates/status/812709060... ... Irish_setter 0.326873 True golden_retriever 0.182610 True Leonberg 1.569120e-01 True None
420 809920764300447744 NaN NaN 2016-12-17 00:38:52 +0000 <a href="http://twitter.com/download/iphone" r... Please only send in dogs. We only rate dogs, n... NaN NaN NaN https://twitter.com/dog_rates/status/809920764... ... Norwich_terrier 0.397163 True toy_poodle 0.274540 True miniature_poodle 1.346670e-01 True None
422 809448704142938112 NaN NaN 2016-12-15 17:23:04 +0000 <a href="http://twitter.com/download/iphone" r... I call this one "A Blep by the Sea" 12/10 http... NaN NaN NaN https://twitter.com/dog_rates/status/809448704... ... Greater_Swiss_Mountain_dog 0.375415 True Cardigan 0.134317 True English_springer 7.369710e-02 True None
425 808838249661788160 NaN NaN 2016-12-14 00:57:20 +0000 <a href="http://twitter.com/download/iphone" r... This is Ito. He'll be your uber driver tonight... NaN NaN NaN https://twitter.com/dog_rates/status/808838249... ... Rottweiler 0.369530 True miniature_pinscher 0.194867 True kelpie 1.601040e-01 True None
426 808733504066486276 NaN NaN 2016-12-13 18:01:07 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper in a onesie. Quite pupset abou... NaN NaN NaN https://twitter.com/dog_rates/status/808733504... ... seat_belt 0.779137 False toy_poodle 0.036927 True golden_retriever 1.697250e-02 True None
428 808134635716833280 NaN NaN 2016-12-12 02:21:26 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This is Milo. I would do terrib... 8.011679e+17 4.196984e+09 2016-11-22 20:58:07 +0000 https://twitter.com/dog_rates/status/801167903... ... cocker_spaniel 0.740220 True Dandie_Dinmont 0.061604 True English_setter 4.133140e-02 True None
429 808106460588765185 NaN NaN 2016-12-12 00:29:28 +0000 <a href="http://twitter.com/download/iphone" r... Here we have Burke (pupper) and Dexter (doggo)... NaN NaN NaN https://twitter.com/dog_rates/status/808106460... ... golden_retriever 0.426183 True Labrador_retriever 0.257447 True Great_Pyrenees 1.264820e-01 True None
438 806219024703037440 NaN NaN 2016-12-06 19:29:28 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please stop sending in non-... NaN NaN NaN https://twitter.com/dog_rates/status/806219024... ... chow 0.835102 True Pomeranian 0.040783 True Eskimo_dog 2.127450e-02 True None
443 805487436403003392 NaN NaN 2016-12-04 19:02:24 +0000 <a href="http://twitter.com/download/iphone" r... Meet Sansa and Gary. They run along the fence ... NaN NaN NaN https://twitter.com/dog_rates/status/805487436... ... shield 0.587830 False barrel 0.090180 False sundial 6.919860e-02 False None
449 803692223237865472 NaN NaN 2016-11-29 20:08:52 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: I present to you... Dog Jesus. ... 6.914169e+17 4.196984e+09 2016-01-25 00:26:41 +0000 https://twitter.com/dog_rates/status/691416866... ... Lakeland_terrier 0.530104 True Irish_terrier 0.197314 True Airedale 8.251460e-02 True None
450 803638050916102144 NaN NaN 2016-11-29 16:33:36 +0000 <a href="http://twitter.com/download/iphone" r... Pupper hath acquire enemy. 13/10 https://t.co/... NaN NaN NaN https://twitter.com/dog_rates/status/803638050... ... Labrador_retriever 0.372776 True golden_retriever 0.343666 True Great_Pyrenees 6.724230e-02 True None
454 802624713319034886 NaN NaN 2016-11-26 21:26:58 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: "Yep... just as I suspected. Yo... 7.776842e+17 4.196984e+09 2016-09-19 01:42:24 +0000 https://twitter.com/dog_rates/status/777684233... ... cocker_spaniel 0.253442 True golden_retriever 0.162850 True otterhound 1.109210e-01 True None
457 802265048156610565 7.331095e+17 4.196984e+09 2016-11-25 21:37:47 +0000 <a href="http://twitter.com/download/iphone" r... Like doggo, like pupper version 2. Both 11/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/802265048... ... Labrador_retriever 0.897162 True beagle 0.016895 True Rhodesian_ridgeback 1.206060e-02 True None
458 802247111496568832 NaN NaN 2016-11-25 20:26:31 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: Everybody drop what you're doin... 7.790561e+17 4.196984e+09 2016-09-22 20:33:42 +0000 https://twitter.com/dog_rates/status/779056095... ... Chihuahua 0.721188 True toy_terrier 0.112943 True kelpie 5.336450e-02 True None
459 802239329049477120 NaN NaN 2016-11-25 19:55:35 +0000 <a href="http://twitter.com/download/iphone" r... This is Loki. He'll do your taxes for you. Can... NaN NaN NaN https://twitter.com/dog_rates/status/802239329... ... Eskimo_dog 0.482498 True Siberian_husky 0.335774 True malamute 1.345890e-01 True None
461 801538201127157760 NaN NaN 2016-11-23 21:29:33 +0000 <a href="http://twitter.com/download/iphone" r... This is Wallace. He'll be your chau-fur this e... NaN NaN NaN https://twitter.com/dog_rates/status/801538201... ... Pembroke 0.550506 True Cardigan 0.306612 True Shetland_sheepdog 5.423000e-02 True None
462 801285448605831168 NaN NaN 2016-11-23 04:45:12 +0000 <a href="http://twitter.com/download/iphone" r... oh h*ck 10/10 https://t.co/bC69RrW559 NaN NaN NaN https://twitter.com/dog_rates/status/801285448... ... minivan 0.789376 False beach_wagon 0.081125 False convertible 6.453380e-02 False None
463 801167903437357056 NaN NaN 2016-11-22 20:58:07 +0000 <a href="http://twitter.com/download/iphone" r... This is Milo. I would do terrible things for M... NaN NaN NaN https://twitter.com/dog_rates/status/801167903... ... cocker_spaniel 0.740220 True Dandie_Dinmont 0.061604 True English_setter 4.133140e-02 True None
465 800751577355128832 NaN NaN 2016-11-21 17:23:47 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Mauve and Murphy. They're rather ... NaN NaN NaN https://twitter.com/dog_rates/status/800751577... ... cocker_spaniel 0.771984 True miniature_poodle 0.076653 True toy_poodle 3.961830e-02 True None
466 800513324630806528 NaN NaN 2016-11-21 01:37:04 +0000 <a href="http://twitter.com/download/iphone" r... This is Chef. Chef loves everyone and wants ev... NaN NaN NaN https://twitter.com/dog_rates/status/800513324... ... Pembroke 0.828904 True Cardigan 0.167373 True Chihuahua 7.659340e-04 True None
467 800459316964663297 NaN NaN 2016-11-20 22:02:27 +0000 <a href="http://twitter.com/download/iphone" r... Here's a very sleepy pupper. Appears to be por... NaN NaN NaN https://twitter.com/dog_rates/status/800459316... ... teddy 0.311928 False ice_bear 0.184657 False Christmas_stocking 1.732290e-01 False None
471 800018252395122689 NaN NaN 2016-11-19 16:49:49 +0000 <a href="http://twitter.com/download/iphone" r... Here's a doggo doin a struggle. 11/10 much det... NaN NaN NaN https://twitter.com/dog_rates/status/800018252... ... vacuum 0.289485 False punching_bag 0.243297 False barbell 1.436300e-01 False None
480 798694562394996736 NaN NaN 2016-11-16 01:09:57 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: I'm not sure what's happening h... 7.012147e+17 4.196984e+09 2016-02-21 01:19:47 +0000 https://twitter.com/dog_rates/status/701214700... ... Chihuahua 0.615163 True Pembroke 0.159509 True basenji 8.446570e-02 True None
484 798628517273620480 NaN NaN 2016-11-15 20:47:30 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This a Norwegian Pewterschmidt ... 6.675094e+17 4.196984e+09 2015-11-20 01:06:48 +0000 https://twitter.com/dog_rates/status/667509364... ... beagle 0.636169 True Labrador_retriever 0.119256 True golden_retriever 8.254920e-02 True None
485 798340744599797760 NaN NaN 2016-11-15 01:44:00 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This is Davey. He'll have your ... 7.717705e+17 4.196984e+09 2016-09-02 18:03:10 +0000 https://twitter.com/dog_rates/status/771770456... ... papillon 0.533180 True collie 0.192031 True Border_collie 1.216260e-01 True None
492 796484825502875648 NaN NaN 2016-11-09 22:49:15 +0000 <a href="http://twitter.com/download/iphone" r... Here's a sleepy doggo that requested some assi... NaN NaN NaN https://twitter.com/dog_rates/status/796484825... ... cocker_spaniel 0.116924 True seat_belt 0.107511 False Australian_terrier 9.984340e-02 True None
496 796116448414461957 NaN NaN 2016-11-08 22:25:27 +0000 <a href="http://twitter.com/download/iphone" r... I didn't believe it at first but now I can see... NaN NaN NaN https://twitter.com/dog_rates/status/796116448... ... Cardigan 0.700182 True Pembroke 0.260738 True papillon 1.710990e-02 True None
499 795464331001561088 NaN NaN 2016-11-07 03:14:10 +0000 <a href="http://twitter.com/download/iphone" r... Elder doggo does a splash. Both 13/10 incredib... NaN NaN NaN https://twitter.com/dog_rates/status/795464331... ... golden_retriever 0.193082 True Chesapeake_Bay_retriever 0.157927 True soft-coated_wheaten_terrier 1.246840e-01 True None
514 793256262322548741 NaN NaN 2016-11-01 01:00:05 +0000 <a href="http://twitter.com/download/iphone" r... Oh h*ck look at this spookling right here. Fri... NaN NaN NaN https://twitter.com/dog_rates/status/793256262... ... basset 0.207622 True Walker_hound 0.060574 True beagle 4.122050e-02 True None
522 793135492858580992 NaN NaN 2016-10-31 17:00:11 +0000 <a href="http://twitter.com/download/iphone" r... Your favorite squad is looking extra h*ckin sp... NaN NaN NaN https://twitter.com/dog_rates/status/793135492... ... bakery 0.737041 False saltshaker 0.052396 False teddy 4.659260e-02 False None
524 792913359805018113 NaN NaN 2016-10-31 02:17:31 +0000 <a href="http://twitter.com/download/iphone" r... Here is a perfect example of someone who has t... NaN NaN NaN https://twitter.com/dog_rates/status/792913359... ... web_site 0.226716 False lighter 0.081941 False switch 3.900860e-02 False None
551 788070120937619456 NaN NaN 2016-10-17 17:32:13 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This is Bo and Ty. Bo eats pape... 7.610045e+17 4.196984e+09 2016-08-04 01:03:17 +0000 https://twitter.com/dog_rates/status/761004547... ... golden_retriever 0.735163 True Sussex_spaniel 0.064897 True Labrador_retriever 4.770370e-02 True None
552 788039637453406209 NaN NaN 2016-10-17 15:31:05 +0000 <a href="http://twitter.com/download/iphone" r... Did... did they pick out that license plate? 1... NaN NaN NaN https://twitter.com/dog_rates/status/788039637... ... beach_wagon 0.362925 False minivan 0.304759 False limousine 1.017020e-01 False None
559 786664955043049472 NaN NaN 2016-10-13 20:28:35 +0000 <a href="http://twitter.com/download/iphone" r... "Honestly Kathleen I just want more Ken Bone" ... NaN NaN NaN https://twitter.com/dog_rates/status/786664955... ... Leonberg 0.512034 True keeshond 0.464816 True Pomeranian 7.812490e-03 True None
588 781661882474196992 NaN NaN 2016-09-30 01:08:10 +0000 <a href="http://twitter.com/download/iphone" r... Who keeps sending in pictures without dogs in ... NaN NaN NaN https://twitter.com/dog_rates/status/781661882... ... Pembroke 0.438087 True golden_retriever 0.226954 True collie 7.065160e-02 True None
589 781524693396357120 NaN NaN 2016-09-29 16:03:01 +0000 <a href="http://twitter.com/download/iphone" r... Idk why this keeps happening. We only rate dog... NaN NaN NaN https://twitter.com/dog_rates/status/781524693... ... tennis_ball 0.994712 False Chesapeake_Bay_retriever 0.003523 True Labrador_retriever 9.214390e-04 True None
591 781163403222056960 NaN NaN 2016-09-28 16:07:23 +0000 <a href="http://twitter.com/download/iphone" r... We normally don't rate lobsters, but this one ... NaN NaN NaN https://twitter.com/dog_rates/status/781163403... ... Shetland_sheepdog 0.973841 True collie 0.025188 True Border_collie 2.973110e-04 True None
592 780931614150983680 NaN NaN 2016-09-28 00:46:20 +0000 <a href="http://twitter.com/download/iphone" r... I want to finally rate this iconic puppo who t... NaN NaN NaN https://twitter.com/dog_rates/status/780931614... ... padlock 0.731564 False necklace 0.065462 False chain 3.646910e-02 False None
596 780543529827336192 NaN NaN 2016-09-26 23:04:13 +0000 <a href="http://twitter.com/download/iphone" r... Here's a perturbed super floof. 12/10 would sn... NaN NaN NaN https://twitter.com/dog_rates/status/780543529... ... golden_retriever 0.628312 True Labrador_retriever 0.317365 True Tibetan_mastiff 1.226010e-02 True None
598 780476555013349377 NaN NaN 2016-09-26 18:38:05 +0000 <a href="http://twitter.com/download/iphone" r... RT @Patreon: Well. @dog_rates is on Patreon. \... 7.804657e+17 1.228326e+09 2016-09-26 17:55:00 +0000 https://www.patreon.com/WeRateDogs,https://twi... ... pug 0.919255 True French_bulldog 0.032350 True bull_mastiff 2.846790e-02 True None
600 780192070812196864 NaN NaN 2016-09-25 23:47:39 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Pls stop sending in non-can... NaN NaN NaN https://twitter.com/dog_rates/status/780192070... ... vizsla 0.144012 True mongoose 0.091474 False hatchet 7.354470e-02 False None
602 779377524342161408 NaN NaN 2016-09-23 17:50:56 +0000 <a href="http://twitter.com/download/iphone" r... Have you ever seen such a smol pupper? Portabl... NaN NaN NaN https://twitter.com/dog_rates/status/779377524... ... sundial 0.170921 False cash_machine 0.060359 False maze 5.498140e-02 False None
604 779056095788752897 NaN NaN 2016-09-22 20:33:42 +0000 <a href="http://twitter.com/download/iphone" r... Everybody drop what you're doing and look at t... NaN NaN NaN https://twitter.com/dog_rates/status/779056095... ... Chihuahua 0.721188 True toy_terrier 0.112943 True kelpie 5.336450e-02 True None
609 778408200802557953 NaN NaN 2016-09-21 01:39:11 +0000 <a href="http://twitter.com/download/iphone" r... RIP Loki. Thank you for the good times. You wi... NaN NaN NaN https://twitter.com/dog_rates/status/778408200... ... Pembroke 0.848362 True Cardigan 0.108124 True beagle 1.194170e-02 True None
610 778396591732486144 NaN NaN 2016-09-21 00:53:04 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This is an East African Chalupa... 7.030419e+17 4.196984e+09 2016-02-26 02:20:37 +0000 https://twitter.com/dog_rates/status/703041949... ... hippopotamus 0.581403 False doormat 0.152445 False sea_lion 2.636430e-02 False None
613 778039087836069888 NaN NaN 2016-09-20 01:12:28 +0000 <a href="http://twitter.com/download/iphone" r... Evolution of a pupper yawn featuring Max. 12/1... NaN NaN NaN https://twitter.com/dog_rates/status/778039087... ... German_shepherd 0.717776 True malinois 0.111175 True Norwegian_elkhound 5.880240e-02 True None
616 777684233540206592 NaN NaN 2016-09-19 01:42:24 +0000 <a href="http://twitter.com/download/iphone" r... "Yep... just as I suspected. You're not flossi... NaN NaN NaN https://twitter.com/dog_rates/status/777684233... ... cocker_spaniel 0.253442 True golden_retriever 0.162850 True otterhound 1.109210e-01 True None
620 776819012571455488 NaN NaN 2016-09-16 16:24:19 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: Everybody look at this beautifu... 6.798284e+17 4.196984e+09 2015-12-24 00:58:27 +0000 https://twitter.com/dog_rates/status/679828447... ... Chihuahua 0.346545 True dalmatian 0.166246 True toy_terrier 1.175020e-01 True None
626 776088319444877312 NaN NaN 2016-09-14 16:00:49 +0000 <a href="http://twitter.com/download/iphone" r... I can't tap the screen to make the hearts appe... NaN NaN NaN https://twitter.com/dog_rates/status/776088319... ... web_site 0.999916 False pug 0.000077 True menu 2.164680e-06 False None
627 775898661951791106 NaN NaN 2016-09-14 03:27:11 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: Like father (doggo), like son (... 7.331095e+17 4.196984e+09 2016-05-19 01:38:16 +0000 https://twitter.com/dog_rates/status/733109485... ... golden_retriever 0.945523 True Labrador_retriever 0.042319 True doormat 3.956260e-03 False None
644 772877495989305348 NaN NaN 2016-09-05 19:22:09 +0000 <a href="http://twitter.com" rel="nofollow">Tw... You need to watch these two doggos argue throu... NaN NaN NaN https://twitter.com/dog_rates/status/772877495... ... tabby 0.218303 False Norwegian_elkhound 0.138523 True wombat 7.421720e-02 False None
647 772581559778025472 NaN NaN 2016-09-04 23:46:12 +0000 <a href="http://twitter.com/download/iphone" r... Guys this is getting so out of hand. We only r... NaN NaN NaN https://twitter.com/dog_rates/status/772581559... ... Newfoundland 0.574345 True Border_collie 0.128352 True Saint_Bernard 5.947550e-02 True None
649 772152991789019136 NaN NaN 2016-09-03 19:23:13 +0000 <a href="http://twitter.com/download/iphone" r... Here's a couple rufferees making sure all the ... NaN NaN NaN https://twitter.com/dog_rates/status/772152991... ... golden_retriever 0.275318 True Irish_setter 0.100988 True vizsla 7.352490e-02 True None
653 771770456517009408 NaN NaN 2016-09-02 18:03:10 +0000 <a href="http://twitter.com/download/iphone" r... This is Davey. He'll have your daughter home b... NaN NaN NaN https://twitter.com/dog_rates/status/771770456... ... papillon 0.533180 True collie 0.192031 True Border_collie 1.216260e-01 True None
659 771014301343748096 NaN NaN 2016-08-31 15:58:28 +0000 <a href="http://twitter.com/download/iphone" r... Another pic without a dog in it? What am I sup... NaN NaN NaN https://twitter.com/dog_rates/status/771014301... ... meerkat 0.202335 False doormat 0.111790 False macaque 8.892530e-02 False None
662 770655142660169732 NaN NaN 2016-08-30 16:11:18 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Pls stop sending in non-can... NaN NaN NaN https://twitter.com/dog_rates/status/770655142... ... Madagascar_cat 0.494803 False skunk 0.161184 False paper_towel 9.157150e-02 False None
664 770293558247038976 NaN NaN 2016-08-29 16:14:30 +0000 <a href="http://twitter.com/download/iphone" r... This is Jackson. There's nothing abnormal abou... NaN NaN NaN https://twitter.com/dog_rates/status/770293558... ... Italian_greyhound 0.931668 True Mexican_hairless 0.038896 True whippet 1.315140e-02 True None
665 770093767776997377 NaN NaN 2016-08-29 03:00:36 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This is just downright precious... 7.410673e+17 4.196984e+09 2016-06-10 00:39:48 +0000 https://twitter.com/dog_rates/status/741067306... ... golden_retriever 0.843799 True Labrador_retriever 0.052956 True kelpie 3.571110e-02 True None
673 768596291618299904 NaN NaN 2016-08-24 23:50:10 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Oakley and Charlie. They're convi... NaN NaN NaN https://twitter.com/dog_rates/status/768596291... ... Great_Pyrenees 0.729745 True golden_retriever 0.237961 True Labrador_retriever 2.090330e-02 True None
679 767191397493538821 NaN NaN 2016-08-21 02:47:37 +0000 <a href="http://twitter.com/download/iphone" r... I don't know any of the backstory behind this ... NaN NaN NaN https://twitter.com/dog_rates/status/767191397... ... patio 0.708665 False boathouse 0.110056 False pier 3.953230e-02 False None
699 762471784394268675 NaN NaN 2016-08-08 02:13:34 +0000 <a href="http://twitter.com/download/iphone" r... Meet Glenn. Being in public scares him. Fright... NaN NaN NaN https://twitter.com/dog_rates/status/762471784... ... Samoyed 0.540276 True standard_poodle 0.279802 True toy_poodle 1.020580e-01 True None
702 762035686371364864 NaN NaN 2016-08-06 21:20:40 +0000 <a href="http://twitter.com/download/iphone" r... This left me speechless. 14/10 heckin heroic a... NaN NaN NaN https://twitter.com/dog_rates/status/762035686... ... home_theater 0.063152 False cash_machine 0.046692 False theater_curtain 4.627680e-02 False None
704 761750502866649088 NaN NaN 2016-08-06 02:27:27 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: "Tristan do not speak to me wit... 6.853251e+17 4.196984e+09 2016-01-08 05:00:14 +0000 https://twitter.com/dog_rates/status/685325112... ... golden_retriever 0.586937 True Labrador_retriever 0.398260 True kuvasz 5.409690e-03 True None
705 761745352076779520 NaN NaN 2016-08-06 02:06:59 +0000 <a href="http://twitter.com/download/iphone" r... Guys.. we only rate dogs. Pls don't send any m... NaN NaN NaN https://twitter.com/dog_rates/status/761745352... ... paddle 0.393118 False canoe 0.178088 False lakeside 9.971260e-02 False None
706 761672994376806400 NaN NaN 2016-08-05 21:19:27 +0000 <a href="http://twitter.com/download/iphone" r... Ohboyohboyohboyohboyohboyohboyohboyohboyohboyo... NaN NaN NaN https://twitter.com/dog_rates/status/761672994... ... gondola 0.318851 False sea_lion 0.306525 False pool_table 1.115650e-01 False None
708 761371037149827077 NaN NaN 2016-08-05 01:19:35 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: Oh. My. God. 13/10 magical af h... 7.116948e+17 4.196984e+09 2016-03-20 23:23:54 +0000 https://twitter.com/dog_rates/status/711694788... ... brown_bear 0.713293 False Indian_elephant 0.172844 False water_buffalo 3.890220e-02 False None
712 761004547850530816 NaN NaN 2016-08-04 01:03:17 +0000 <a href="http://twitter.com/download/iphone" r... This is Bo and Ty. Bo eats paper and Ty felt l... NaN NaN NaN https://twitter.com/dog_rates/status/761004547... ... golden_retriever 0.735163 True Sussex_spaniel 0.064897 True Labrador_retriever 4.770370e-02 True None
720 759923798737051648 NaN NaN 2016-08-01 01:28:46 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs... this is a Taiwanese Guide... NaN NaN NaN https://twitter.com/dog_rates/status/759923798... ... Labrador_retriever 0.324579 True seat_belt 0.109168 False pug 1.024660e-01 True None
722 759793422261743616 NaN NaN 2016-07-31 16:50:42 +0000 <a href="http://twitter.com/download/iphone" r... Meet Maggie &amp; Lila. Maggie is the doggo, L... NaN NaN NaN https://twitter.com/dog_rates/status/759793422... ... golden_retriever 0.985876 True Labrador_retriever 0.001948 True kuvasz 1.751740e-03 True None
723 759566828574212096 NaN NaN 2016-07-31 01:50:18 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: This... is a Tyrannosaurus rex.... 7.395441e+17 4.196984e+09 2016-06-05 19:47:03 +0000 https://twitter.com/dog_rates/status/739544079... ... Labrador_retriever 0.967397 True golden_retriever 0.016641 True ice_bear 1.485760e-02 False None
727 759159934323924993 NaN NaN 2016-07-29 22:53:27 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: AT DAWN...\nWE RIDE\n\n11/10 ht... 6.703191e+17 4.196984e+09 2015-11-27 19:11:49 +0000 https://twitter.com/dog_rates/status/670319130... ... Irish_terrier 0.254856 True briard 0.227716 True soft-coated_wheaten_terrier 2.232630e-01 True None
730 758854675097526272 NaN NaN 2016-07-29 02:40:28 +0000 <a href="http://twitter.com/download/iphone" r... This is Lilli Bee &amp; Honey Bear. Unfortunat... NaN NaN NaN https://twitter.com/dog_rates/status/758854675... ... barrow 0.974047 False Old_English_sheepdog 0.023791 True komondor 1.246300e-03 True None
734 758467244762497024 NaN NaN 2016-07-28 01:00:57 +0000 <a href="http://twitter.com/download/iphone" r... Why does this never happen at my front door...... NaN NaN NaN https://twitter.com/dog_rates/status/758467244... ... Labrador_retriever 0.436377 True Chihuahua 0.113956 True American_Staffordshire_terrier 9.968910e-02 True None
737 758041019896193024 NaN NaN 2016-07-26 20:47:17 +0000 <a href="http://twitter.com/download/iphone" r... Teagan reads entire books in store so they're ... NaN NaN NaN https://twitter.com/dog_rates/status/758041019... ... bookshop 0.794272 False Cardigan 0.051265 True Bernese_mountain_dog 2.659630e-02 True None
742 757597904299253760 NaN NaN 2016-07-25 15:26:30 +0000 <a href="http://twitter.com/download/iphone" r... RT @jon_hill987: @dog_rates There is a cunning... 7.575971e+17 2.804798e+08 2016-07-25 15:23:28 +0000 https://twitter.com/jon_hill987/status/7575971... ... doormat 0.836106 False wallet 0.056627 False purse 5.133350e-02 False None
743 757596066325864448 NaN NaN 2016-07-25 15:19:12 +0000 <a href="http://twitter.com/download/iphone" r... Here's another picture without a dog in it. Id... NaN NaN NaN https://twitter.com/dog_rates/status/757596066... ... doormat 0.845256 False wallet 0.095718 False wool 2.607190e-02 False None
750 756526248105566208 NaN NaN 2016-07-22 16:28:07 +0000 <a href="http://twitter.com/download/iphone" r... All hail sky doggo. 13/10 would jump super hig... NaN NaN NaN https://twitter.com/dog_rates/status/756526248... ... geyser 0.991273 False volcano 0.004673 False fountain 1.234030e-03 False None
751 756303284449767430 NaN NaN 2016-07-22 01:42:09 +0000 <a href="http://twitter.com/download/iphone" r... Pwease accept dis rose on behalf of dog. 11/10... NaN NaN NaN https://twitter.com/dog_rates/status/756303284... ... golden_retriever 0.981652 True cocker_spaniel 0.006790 True Labrador_retriever 4.324510e-03 True None
753 756275833623502848 NaN NaN 2016-07-21 23:53:04 +0000 <a href="http://twitter.com/download/iphone" r... When ur older siblings get to play in the deep... NaN NaN NaN https://twitter.com/dog_rates/status/756275833... ... Airedale 0.602957 True Irish_terrier 0.086981 True bloodhound 8.627650e-02 True None
754 755955933503782912 NaN NaN 2016-07-21 02:41:54 +0000 <a href="http://twitter.com/download/iphone" r... Here's a frustrated pupper attempting to escap... NaN NaN NaN https://twitter.com/dog_rates/status/755955933... ... Pekinese 0.596882 True Maltese_dog 0.176478 True Great_Pyrenees 2.677530e-02 True None
755 755206590534418437 NaN NaN 2016-07-19 01:04:16 +0000 <a href="http://twitter.com/download/iphone" r... This is one of the most inspirational stories ... NaN NaN NaN https://twitter.com/dog_rates/status/755206590... ... web_site 0.906673 False printer 0.008600 False carton 4.533190e-03 False None
762 754120377874386944 NaN NaN 2016-07-16 01:08:03 +0000 <a href="http://twitter.com/download/iphone" r... When you hear your owner say they need to hatc... NaN NaN NaN https://twitter.com/dog_rates/status/754120377... ... chow 0.168909 True Norfolk_terrier 0.129114 True Pomeranian 1.208220e-01 True None
764 753655901052166144 NaN NaN 2016-07-14 18:22:23 +0000 <a href="http://twitter.com/download/iphone" r... "The dogtor is in hahahaha no but seriously I'... NaN NaN NaN https://twitter.com/dog_rates/status/753655901... ... miniature_pinscher 0.456092 True toy_terrier 0.153126 True Italian_greyhound 1.441470e-01 True None
765 753420520834629632 NaN NaN 2016-07-14 02:47:04 +0000 <a href="http://twitter.com/download/iphone" r... Here we are witnessing an isolated squad of bo... NaN NaN NaN https://twitter.com/dog_rates/status/753420520... ... balloon 0.267961 False lakeside 0.085764 False rapeseed 4.080890e-02 False None
771 752682090207055872 NaN NaN 2016-07-12 01:52:49 +0000 <a href="http://twitter.com/download/iphone" r... Nothing better than a doggo and a sunset. 10/1... NaN NaN NaN https://twitter.com/dog_rates/status/752682090... ... German_shepherd 0.299966 True Eskimo_dog 0.278355 True Siberian_husky 1.785200e-01 True None
772 752660715232722944 NaN NaN 2016-07-12 00:27:52 +0000 <a href="http://twitter.com/download/iphone" r... Hooman used Pokeball\n*wiggle*\n*wiggle*\nDogg... NaN NaN NaN https://twitter.com/dog_rates/status/752660715... ... goose 0.339324 False English_setter 0.050512 True basset 4.909330e-02 True None
773 752519690950500352 NaN NaN 2016-07-11 15:07:30 +0000 <a href="http://twitter.com/download/iphone" r... Hopefully this puppo on a swing will help get ... NaN NaN NaN https://twitter.com/dog_rates/status/752519690... ... swing 0.999984 False Labrador_retriever 0.000010 True Eskimo_dog 1.434470e-06 True None
774 752334515931054080 NaN NaN 2016-07-11 02:51:40 +0000 <a href="http://twitter.com/download/iphone" r... Here's a doggo trying to catch some fish. 8/10... NaN NaN NaN https://twitter.com/dog_rates/status/752334515... ... Bedlington_terrier 0.399163 True standard_poodle 0.086425 True wire-haired_fox_terrier 7.523110e-02 True None
775 752309394570878976 NaN NaN 2016-07-11 01:11:51 +0000 <a href="http://twitter.com/download/iphone" r... RT @dog_rates: Everyone needs to watch this. 1... 6.753544e+17 4.196984e+09 2015-12-11 16:40:19 +0000 https://twitter.com/dog_rates/status/675354435... ... upright 0.303415 False golden_retriever 0.181351 True Brittany_spaniel 1.620840e-01 True None
780 751583847268179968 NaN NaN 2016-07-09 01:08:47 +0000 <a href="http://twitter.com/download/iphone" r... Please stop sending it pictures that don't eve... NaN NaN NaN https://twitter.com/dog_rates/status/751583847... ... dalmatian 0.868304 True studio_couch 0.059623 False snow_leopard 1.387630e-02 False None
782 751456908746354688 NaN NaN 2016-07-08 16:44:23 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper that's very hungry but too laz... NaN NaN NaN https://twitter.com/dog_rates/status/751456908... ... golden_retriever 0.714409 True Afghan_hound 0.066163 True chow 2.841260e-02 True None
791 750147208377409536 NaN NaN 2016-07-05 02:00:06 +0000 <a href="http://twitter.com/download/iphone" r... And finally, happy 4th of July from the squad ... NaN NaN NaN https://twitter.com/dog_rates/status/750147208... ... pug 0.977765 True Boston_bull 0.004794 True French_bulldog 4.572840e-03 True None
796 750071704093859840 NaN NaN 2016-07-04 21:00:04 +0000 <a href="http://twitter.com/download/iphone" r... Pause your cookout and admire this pupper's ni... NaN NaN NaN https://twitter.com/dog_rates/status/750071704... ... redbone 0.382113 True malinois 0.249943 True miniature_pinscher 7.092620e-02 True None
799 750026558547456000 NaN NaN 2016-07-04 18:00:41 +0000 <a href="https://about.twitter.com/products/tw... Meet Jax &amp; Jil. Jil is yelling the pledge ... NaN NaN NaN https://twitter.com/dog_rates/status/750026558... ... standard_poodle 0.258732 True teddy 0.130760 False toy_poodle 7.172630e-02 True None
805 749403093750648834 NaN NaN 2016-07-03 00:43:15 +0000 <a href="http://twitter.com/download/iphone" r... Duuun dun... duuun dun... dunn dun. dunn dun.... NaN NaN NaN https://twitter.com/dog_rates/status/749403093... ... Chesapeake_Bay_retriever 0.694541 True curly-coated_retriever 0.076335 True Irish_water_spaniel 4.854950e-02 True None
810 748977405889503236 NaN NaN 2016-07-01 20:31:43 +0000 <a href="http://twitter.com/download/iphone" r... What jokester sent in a pic without a dog in i... NaN NaN NaN https://twitter.com/dog_rates/status/748977405... ... German_short-haired_pointer 0.742216 True bluetick 0.152810 True English_setter 5.183470e-02 True None
811 748932637671223296 NaN NaN 2016-07-01 17:33:49 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Divine Doggo. Must be magical af.... NaN NaN NaN https://twitter.com/dog_rates/status/748932637... ... borzoi 0.742912 True wire-haired_fox_terrier 0.204082 True English_setter 2.103230e-02 True None
812 748705597323898880 NaN NaN 2016-07-01 02:31:39 +0000 <a href="http://twitter.com" rel="nofollow">Tw... #BarkWeek is getting rather heckin terrifying ... NaN NaN NaN https://twitter.com/dog_rates/status/748705597... ... tiger_shark 0.548497 False great_white_shark 0.130252 False scuba_diver 1.218870e-01 False None
817 748346686624440324 NaN NaN 2016-06-30 02:45:28 +0000 <a href="http://twitter.com/download/iphone" r... "So... we meat again" (I'm so sorry for that p... NaN NaN NaN https://twitter.com/dog_rates/status/748346686... ... borzoi 0.596455 True whippet 0.231428 True Saluki 5.826140e-02 True None
819 748307329658011649 NaN NaN 2016-06-30 00:09:04 +0000 <a href="http://twitter.com/download/iphone" r... This sherk must've leapt out of the water and ... NaN NaN NaN https://twitter.com/dog_rates/status/748307329... ... paddle 0.589066 False shovel 0.038062 False mountain_tent 2.920330e-02 False None
820 747963614829678593 NaN NaN 2016-06-29 01:23:16 +0000 <a href="http://twitter.com/download/iphone" r... PUPPER NOOOOO BEHIND YOUUU 10/10 pls keep this... NaN NaN NaN https://twitter.com/dog_rates/status/747963614... ... kelpie 0.307672 True Irish_terrier 0.197486 True dingo 1.054750e-01 False None
821 747933425676525569 NaN NaN 2016-06-28 23:23:19 +0000 <a href="http://twitter.com/download/iphone" r... Pls don't send more sherks. I don't care how s... NaN NaN NaN https://twitter.com/dog_rates/status/747933425... ... Samoyed 0.998201 True Eskimo_dog 0.000793 True Great_Pyrenees 2.957500e-04 True None
822 747885874273214464 NaN NaN 2016-06-28 20:14:22 +0000 <a href="http://twitter.com/download/iphone" r... This is a mighty rare blue-tailed hammer sherk... NaN NaN NaN https://twitter.com/dog_rates/status/747885874... ... kuvasz 0.408450 True Samoyed 0.141330 True pug 8.301840e-02 True None
824 747816857231626240 NaN NaN 2016-06-28 15:40:07 +0000 <a href="http://twitter.com/download/iphone" r... Viewer discretion is advised. This is a terrib... NaN NaN NaN https://twitter.com/dog_rates/status/747816857... ... Pembroke 0.768923 True Chihuahua 0.029053 True Shetland_sheepdog 2.903540e-02 True None
825 747600769478692864 NaN NaN 2016-06-28 01:21:27 +0000 <a href="http://twitter.com/download/iphone" r... This is Bookstore and Seaweed. Bookstore is ti... NaN NaN NaN https://twitter.com/dog_rates/status/747600769... ... Chesapeake_Bay_retriever 0.804363 True Weimaraner 0.054431 True Labrador_retriever 4.326760e-02 True None
826 747594051852075008 NaN NaN 2016-06-28 00:54:46 +0000 <a href="http://twitter.com/download/iphone" r... Again w the sharks guys. This week is about do... NaN NaN NaN https://twitter.com/dog_rates/status/747594051... ... basenji 0.389136 True dingo 0.270226 False Chihuahua 9.893880e-02 True None
827 747512671126323200 NaN NaN 2016-06-27 19:31:23 +0000 <a href="http://twitter.com/download/iphone" r... Guys pls stop sending actual sharks. It's too ... NaN NaN NaN https://twitter.com/dog_rates/status/747512671... ... Cardigan 0.111493 True malinois 0.095089 True German_shepherd 8.014560e-02 True None
828 747461612269887489 NaN NaN 2016-06-27 16:08:30 +0000 <a href="http://twitter.com/download/iphone" r... Never seen a shark hold another shark like thi... NaN NaN NaN https://twitter.com/dog_rates/status/747461612... ... binoculars 0.192717 False barbershop 0.085838 False ballplayer 8.467220e-02 False None
831 747103485104099331 NaN NaN 2016-06-26 16:25:26 +0000 <a href="http://twitter.com/download/iphone" r... Guys... I said DOGS with "shark qualities" or ... NaN NaN NaN https://twitter.com/dog_rates/status/747103485... ... Labrador_retriever 0.991954 True golden_retriever 0.002228 True doormat 1.404020e-03 False None
832 746906459439529985 7.468859e+17 4.196984e+09 2016-06-26 03:22:31 +0000 <a href="http://twitter.com/download/iphone" r... PUPDATE: can't see any. Even if I could, I cou... NaN NaN NaN https://twitter.com/dog_rates/status/746906459... ... traffic_light 0.470708 False fountain 0.199776 False space_shuttle 6.480700e-02 False None
833 746872823977771008 NaN NaN 2016-06-26 01:08:52 +0000 <a href="http://twitter.com/download/iphone" r... This is a carrot. We only rate dogs. Please on... NaN NaN NaN https://twitter.com/dog_rates/status/746872823... ... Pembroke 0.540201 True beagle 0.207835 True Italian_greyhound 4.356490e-02 True None
834 746818907684614144 6.914169e+17 4.196984e+09 2016-06-25 21:34:37 +0000 <a href="http://twitter.com/download/iphone" r... Guys... Dog Jesus 2.0\n13/10 buoyant af https:... NaN NaN NaN https://twitter.com/dog_rates/status/746818907... ... dingo 0.175518 False timber_wolf 0.133647 False Ibizan_hound 1.015370e-01 True None
835 746790600704425984 NaN NaN 2016-06-25 19:42:08 +0000 <a href="http://twitter.com/download/iphone" r... When you just can't resist... 10/10 topnotch t... NaN NaN NaN https://twitter.com/dog_rates/status/746790600... ... Boston_bull 0.936183 True guinea_pig 0.010084 False Cardigan 1.007700e-02 True None
838 746369468511756288 NaN NaN 2016-06-24 15:48:42 +0000 <a href="http://twitter.com/download/iphone" r... This is an Iraqi Speed Kangaroo. It is not a d... NaN NaN NaN https://twitter.com/dog_rates/status/746369468... ... German_shepherd 0.622957 True malinois 0.338884 True wallaby 2.416150e-02 False None
840 746056683365994496 NaN NaN 2016-06-23 19:05:49 +0000 <a href="http://twitter.com/download/iphone" r... This is Arlen and Thumpelina. They are best pa... NaN NaN NaN https://twitter.com/dog_rates/status/746056683... ... Shetland_sheepdog 0.433320 True collie 0.335997 True borzoi 1.771790e-01 True None
844 745422732645535745 NaN NaN 2016-06-22 01:06:43 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Pls stop sending in non-can... NaN NaN NaN https://twitter.com/dog_rates/status/745422732... ... Labrador_retriever 0.663800 True golden_retriever 0.308261 True ice_bear 4.269210e-03 False None
848 744971049620602880 NaN NaN 2016-06-20 19:11:53 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Indie and Jupiter. They're having... NaN NaN NaN https://twitter.com/dog_rates/status/744971049... ... toy_poodle 0.497755 True golden_retriever 0.282017 True miniature_poodle 9.003240e-02 True None
851 744234799360020481 NaN NaN 2016-06-18 18:26:18 +0000 <a href="http://twitter.com/download/iphone" r... Here's a doggo realizing you can stand in a po... NaN NaN NaN https://twitter.com/dog_rates/status/744234799... ... Labrador_retriever 0.825333 True ice_bear 0.044681 False whippet 1.844220e-02 True None
853 743895849529389061 NaN NaN 2016-06-17 19:59:26 +0000 <a href="http://twitter.com/download/iphone" r... When you're given AUX cord privileges from the... NaN NaN NaN https://twitter.com/dog_rates/status/743895849... ... dalmatian 0.562315 True Great_Dane 0.416478 True German_short-haired_pointer 8.552360e-03 True None
856 743545585370791937 NaN NaN 2016-06-16 20:47:36 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Bentley and Millie. They do every... NaN NaN NaN https://twitter.com/dog_rates/status/743545585... ... rapeseed 0.876875 False standard_poodle 0.060583 True Great_Pyrenees 3.300570e-02 True None
859 743222593470234624 NaN NaN 2016-06-15 23:24:09 +0000 <a href="http://twitter.com/download/iphone" r... This is a very rare Great Alaskan Bush Pupper.... NaN NaN NaN https://twitter.com/dog_rates/status/743222593... ... kuvasz 0.350629 True soft-coated_wheaten_terrier 0.182782 True golden_retriever 8.766240e-02 True None
860 743210557239623680 NaN NaN 2016-06-15 22:36:19 +0000 <a href="http://twitter.com/download/iphone" r... Meet Kayla, an underground poker legend. Playe... NaN NaN NaN https://twitter.com/dog_rates/status/743210557... ... golden_retriever 0.930705 True Chesapeake_Bay_retriever 0.025934 True Labrador_retriever 7.535360e-03 True None
862 742465774154047488 NaN NaN 2016-06-13 21:16:49 +0000 <a href="http://twitter.com/download/iphone" r... Was just informed about this hero pupper and o... NaN NaN NaN https://twitter.com/dog_rates/status/742465774... ... web_site 0.997154 False comic_book 0.000439 False desktop_computer 2.675790e-04 False None
867 741793263812808706 NaN NaN 2016-06-12 00:44:30 +0000 <a href="http://twitter.com/download/iphone" r... When your crush won't pay attention to you. Bo... NaN NaN NaN https://twitter.com/dog_rates/status/741793263... ... kuvasz 0.311325 True French_bulldog 0.115349 True Labrador_retriever 6.853350e-02 True None
871 741067306818797568 NaN NaN 2016-06-10 00:39:48 +0000 <a href="http://twitter.com/download/iphone" r... This is just downright precious af. 12/10 for ... NaN NaN NaN https://twitter.com/dog_rates/status/741067306... ... golden_retriever 0.843799 True Labrador_retriever 0.052956 True kelpie 3.571110e-02 True None
873 740711788199743490 NaN NaN 2016-06-09 01:07:06 +0000 <a href="http://twitter.com/download/iphone" r... Here we are witnessing the touchdown of a pupn... NaN NaN NaN https://twitter.com/dog_rates/status/740711788... ... toy_poodle 0.388277 True Angora 0.180264 False Persian_cat 4.965610e-02 False None
877 740365076218183684 NaN NaN 2016-06-08 02:09:24 +0000 <a href="http://twitter.com/download/iphone" r... When the photographer forgets to tell you wher... NaN NaN NaN https://twitter.com/dog_rates/status/740365076... ... bow_tie 0.246313 False Windsor_tie 0.172446 False mushroom 1.375160e-01 False None
879 740214038584557568 NaN NaN 2016-06-07 16:09:13 +0000 <a href="http://twitter.com/download/iphone" r... This is getting incredibly frustrating. This i... NaN NaN NaN https://twitter.com/dog_rates/status/740214038... ... Chesapeake_Bay_retriever 0.586414 True Labrador_retriever 0.189782 True vizsla 6.760720e-02 True None
884 739544079319588864 NaN NaN 2016-06-05 19:47:03 +0000 <a href="http://twitter.com/download/iphone" r... This... is a Tyrannosaurus rex. We only rate d... NaN NaN NaN https://twitter.com/dog_rates/status/739544079... ... Labrador_retriever 0.967397 True golden_retriever 0.016641 True ice_bear 1.485760e-02 False None
886 739238157791694849 NaN NaN 2016-06-04 23:31:25 +0000 <a href="http://twitter.com/download/iphone" r... Here's a doggo blowing bubbles. It's downright... NaN NaN NaN https://twitter.com/dog_rates/status/739238157... ... Eskimo_dog 0.503372 True Siberian_husky 0.390413 True malamute 8.090120e-02 True None
888 738883359779196928 NaN NaN 2016-06-04 00:01:35 +0000 <a href="http://twitter.com/download/iphone" r... When a single soap orb changes your entire per... NaN NaN NaN https://twitter.com/dog_rates/status/738883359... ... Labrador_retriever 0.691137 True golden_retriever 0.195558 True Chesapeake_Bay_retriever 1.958490e-02 True None
890 738402415918125056 NaN NaN 2016-06-02 16:10:29 +0000 <a href="http://twitter.com/download/iphone" r... "Don't talk to me or my son ever again" ...10/... NaN NaN NaN https://twitter.com/dog_rates/status/738402415... ... cocker_spaniel 0.346695 True Blenheim_spaniel 0.193905 True Chihuahua 7.800000e-02 True None
891 738184450748633089 NaN NaN 2016-06-02 01:44:22 +0000 <a href="http://twitter.com/download/iphone" r... For the last time, we only rate dogs. Pls stop... NaN NaN NaN https://twitter.com/dog_rates/status/738184450... ... Bedlington_terrier 0.289471 True standard_poodle 0.173685 True Great_Pyrenees 1.570810e-01 True None
896 737678689543020544 NaN NaN 2016-05-31 16:14:39 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Pls stop sending in non-can... NaN NaN NaN https://twitter.com/dog_rates/status/737678689... ... Pembroke 0.935307 True Cardigan 0.049874 True Chihuahua 1.160320e-02 True None
897 737445876994609152 NaN NaN 2016-05-31 00:49:32 +0000 <a href="http://twitter.com/download/iphone" r... Just wanted to share this super rare Rainbow F... NaN NaN NaN https://twitter.com/dog_rates/status/737445876... ... Samoyed 0.400568 True Pomeranian 0.331268 True Maltese_dog 4.542610e-02 True None
899 737310737551491075 NaN NaN 2016-05-30 15:52:33 +0000 <a href="http://twitter.com/download/iphone" r... Everybody stop what you're doing and watch the... NaN NaN NaN https://twitter.com/dog_rates/status/737310737... ... cliff 0.439077 False lakeside 0.062899 False valley 3.975850e-02 False None
902 736225175608430592 NaN NaN 2016-05-27 15:58:54 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please stop sending in non-... NaN NaN NaN https://twitter.com/dog_rates/status/736225175... ... Labrador_retriever 0.399217 True West_Highland_white_terrier 0.137710 True cocker_spaniel 6.203270e-02 True None
903 736010884653420544 NaN NaN 2016-05-27 01:47:23 +0000 <a href="http://twitter.com/download/iphone" r... Right after you graduate vs when you remember ... NaN NaN NaN https://twitter.com/dog_rates/status/736010884... ... golden_retriever 0.553901 True Labrador_retriever 0.119475 True bluetick 7.747500e-02 True None
905 735648611367784448 NaN NaN 2016-05-26 01:47:51 +0000 <a href="http://twitter.com/download/iphone" r... *faints* 12/10 perfection in pupper form https... NaN NaN NaN https://twitter.com/dog_rates/status/735648611... ... Pembroke 0.462594 True seat_belt 0.261854 False Cardigan 1.516980e-01 True None
907 735274964362878976 NaN NaN 2016-05-25 01:03:06 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please stop sending in your... NaN NaN NaN https://twitter.com/dog_rates/status/735274964... ... studio_couch 0.944692 False four-poster 0.007942 False quilt 6.302060e-03 False None
911 734787690684657664 NaN NaN 2016-05-23 16:46:51 +0000 <a href="http://twitter.com/download/iphone" r... This dog is more successful than I will ever b... NaN NaN NaN https://twitter.com/dog_rates/status/734787690... ... golden_retriever 0.883991 True chow 0.023542 True Labrador_retriever 1.605590e-02 True None
915 733482008106668032 NaN NaN 2016-05-20 02:18:32 +0000 <a href="http://twitter.com/download/iphone" r... "Ello this is dog how may I assist" ...10/10 h... NaN NaN NaN https://twitter.com/dog_rates/status/733482008... ... French_bulldog 0.619382 True computer_keyboard 0.142274 False mouse 5.850470e-02 False None
917 733109485275860992 NaN NaN 2016-05-19 01:38:16 +0000 <a href="http://twitter.com/download/iphone" r... Like father (doggo), like son (pupper). Both 1... NaN NaN NaN https://twitter.com/dog_rates/status/733109485... ... golden_retriever 0.945523 True Labrador_retriever 0.042319 True doormat 3.956260e-03 False None
920 732585889486888962 NaN NaN 2016-05-17 14:57:41 +0000 <a href="http://twitter.com/download/iphone" r... When your teacher agreed on 10,000 RTs and no ... NaN NaN NaN https://twitter.com/dog_rates/status/732585889... ... Staffordshire_bullterrier 0.843359 True American_Staffordshire_terrier 0.028290 True miniature_pinscher 1.679290e-02 True None
924 731156023742988288 NaN NaN 2016-05-13 16:15:54 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to this unbelievably well behaved sq... NaN NaN NaN https://twitter.com/dog_rates/status/731156023... ... lakeside 0.501767 False breakwater 0.051351 False king_penguin 4.944380e-02 False None
925 730924654643314689 NaN NaN 2016-05-13 00:56:32 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Pls stop sending non-canine... NaN NaN NaN https://twitter.com/dog_rates/status/730924654... ... polecat 0.185382 False mink 0.105282 False Newfoundland 8.624110e-02 True None
931 729838605770891264 7.291135e+17 4.196984e+09 2016-05-10 01:00:58 +0000 <a href="http://twitter.com/download/iphone" r... "Challenge completed" \n(pupgraded to 12/10) h... NaN NaN NaN https://twitter.com/dog_rates/status/729838605... ... stone_wall 0.758218 False patio 0.074205 False prison 1.382600e-02 False None
934 729113531270991872 NaN NaN 2016-05-08 00:59:46 +0000 <a href="http://twitter.com/download/iphone" r... "Challenge accepted"\n10/10 https://t.co/vNjvr... NaN NaN NaN https://twitter.com/dog_rates/status/729113531... ... stone_wall 0.606188 False prison 0.064831 False bannister 4.804820e-02 False None
936 728760639972315136 NaN NaN 2016-05-07 01:37:30 +0000 <a href="http://twitter.com/download/iphone" r... When you're way too slow for the "down low" po... NaN NaN NaN https://twitter.com/dog_rates/status/728760639... ... Pembroke 0.939134 True Cardigan 0.054336 True Chihuahua 5.590290e-03 True None
942 728035342121635841 NaN NaN 2016-05-05 01:35:26 +0000 <a href="http://twitter.com/download/iphone" r... This is all I want in my life. 12/10 for super... NaN NaN NaN https://twitter.com/dog_rates/status/728035342... ... handkerchief 0.302961 False Pomeranian 0.248664 True Shih-Tzu 1.110150e-01 True None
945 727644517743104000 NaN NaN 2016-05-03 23:42:26 +0000 <a href="http://twitter.com/download/iphone" r... Here's a doggo struggling to cope with the win... NaN NaN NaN https://twitter.com/dog_rates/status/727644517... ... Great_Pyrenees 0.457164 True kuvasz 0.391710 True Labrador_retriever 9.452260e-02 True None
947 727314416056803329 NaN NaN 2016-05-03 01:50:44 +0000 <a href="http://twitter.com/download/iphone" r... This pupper was about to explain where that di... NaN NaN NaN https://twitter.com/dog_rates/status/727314416... ... toy_poodle 0.827469 True miniature_poodle 0.160760 True Tibetan_terrier 1.730750e-03 True None
948 727286334147182592 NaN NaN 2016-05-02 23:59:09 +0000 <a href="http://twitter.com/download/iphone" r... I swear to god if we get sent another Blue Mad... NaN NaN NaN https://twitter.com/dog_rates/status/727286334... ... bonnet 0.146440 False sock 0.083091 False Chihuahua 7.055420e-02 True None
953 726224900189511680 NaN NaN 2016-04-30 01:41:23 +0000 <a href="http://twitter.com/download/iphone" r... I'm getting super heckin frustrated with you a... NaN NaN NaN https://twitter.com/dog_rates/status/726224900... ... standard_poodle 0.261112 True cocker_spaniel 0.094785 True bucket 6.994640e-02 False None
958 724771698126512129 NaN NaN 2016-04-26 01:26:53 +0000 <a href="http://twitter.com/download/iphone" r... Nothin better than a doggo and a sunset. 11/10... NaN NaN NaN https://twitter.com/dog_rates/status/724771698... ... German_short-haired_pointer 0.835491 True bluetick 0.058788 True English_setter 3.720830e-02 True None
967 722974582966214656 NaN NaN 2016-04-21 02:25:47 +0000 <a href="http://twitter.com/download/iphone" r... Happy 4/20 from the squad! 13/10 for all https... NaN NaN NaN https://twitter.com/dog_rates/status/722974582... ... Great_Dane 0.246762 True Greater_Swiss_Mountain_dog 0.126131 True Weimaraner 8.529690e-02 True None
973 720415127506415616 NaN NaN 2016-04-14 00:55:25 +0000 <a href="http://twitter.com/download/iphone" r... Garden's coming in nice this year. 10/10 https... NaN NaN NaN https://twitter.com/dog_rates/status/720415127... ... Rottweiler 0.990312 True black-and-tan_coonhound 0.002495 True American_black_bear 1.733120e-03 False None
982 719339463458033665 NaN NaN 2016-04-11 01:41:07 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Lucy and Sophie. They think they'... NaN NaN NaN https://twitter.com/dog_rates/status/719339463... ... golden_retriever 0.765778 True borzoi 0.071148 True Leonberg 7.037050e-02 True None
985 718939241951195136 NaN NaN 2016-04-09 23:10:47 +0000 <a href="http://twitter.com/download/iphone" r... This is Otis. Everybody look at Otis. 12/10 wo... NaN NaN NaN https://twitter.com/dog_rates/status/718939241... ... Pembroke 0.766327 True Cardigan 0.222126 True toilet_tissue 6.757230e-03 False None
986 718631497683582976 NaN NaN 2016-04-09 02:47:55 +0000 <a href="http://twitter.com/download/iphone" r... We normally don't rate marshmallows but this o... NaN NaN NaN https://twitter.com/dog_rates/status/718631497... ... Pomeranian 0.993718 True Pekinese 0.003611 True Persian_cat 5.248230e-04 False None
988 718540630683709445 NaN NaN 2016-04-08 20:46:50 +0000 <a href="http://twitter.com/download/iphone" r... Get you a pup that can do both. 10/10 https://... NaN NaN NaN https://twitter.com/dog_rates/status/718540630... ... Maltese_dog 0.632289 True West_Highland_white_terrier 0.187055 True cairn 4.441290e-02 True None
990 718454725339934721 NaN NaN 2016-04-08 15:05:29 +0000 <a href="http://twitter.com/download/iphone" r... This pic is old but I hadn't seen it until tod... NaN NaN NaN https://twitter.com/dog_rates/status/718454725... ... hammer 0.169865 False hatchet 0.115744 False chime 6.809160e-02 False None
995 717537687239008257 NaN NaN 2016-04-06 02:21:30 +0000 <a href="http://twitter.com/download/iphone" r... People please. This is a Deadly Mediterranean ... NaN NaN NaN https://twitter.com/dog_rates/status/717537687... ... golden_retriever 0.779356 True Labrador_retriever 0.052511 True kuvasz 4.981050e-02 True None
1003 716080869887381504 NaN NaN 2016-04-02 01:52:38 +0000 <a href="http://twitter.com/download/iphone" r... Here's a super majestic doggo and a sunset 11/... NaN NaN NaN https://twitter.com/dog_rates/status/716080869... ... golden_retriever 0.638625 True chow 0.254717 True Tibetan_mastiff 7.173170e-02 True None
1005 715733265223708672 NaN NaN 2016-04-01 02:51:22 +0000 <a href="http://twitter.com/download/iphone" r... This is a taco. We only rate dogs. Please only... NaN NaN NaN https://twitter.com/dog_rates/status/715733265... ... Dandie_Dinmont 0.740229 True miniature_poodle 0.081915 True toy_poodle 6.374850e-02 True None
1016 714606013974974464 NaN NaN 2016-03-29 00:12:05 +0000 <a href="http://twitter.com/download/iphone" r... Here are two lil cuddly puppers. Both 12/10 wo... NaN NaN NaN https://twitter.com/dog_rates/status/714606013... ... Norfolk_terrier 0.293007 True Labrador_retriever 0.256198 True golden_retriever 1.296430e-01 True None
1017 714258258790387713 NaN NaN 2016-03-28 01:10:13 +0000 <a href="http://twitter.com/download/iphone" r... Meet Travis and Flurp. Travis is pretty chill ... NaN NaN NaN https://twitter.com/dog_rates/status/714258258... ... collie 0.176758 True Chesapeake_Bay_retriever 0.101834 True beagle 1.012940e-01 True None
1019 714214115368108032 NaN NaN 2016-03-27 22:14:49 +0000 <a href="http://twitter.com/download/iphone" r... Happy Easter from the squad! 🐇🐶 13/10 for all ... NaN NaN NaN https://twitter.com/dog_rates/status/714214115... ... pug 0.533967 True bloodhound 0.164826 True German_shepherd 4.652400e-02 True None
1020 714141408463036416 NaN NaN 2016-03-27 17:25:54 +0000 <a href="http://twitter.com/download/iphone" r... I know we only rate dogs, but since it's Easte... NaN NaN NaN https://twitter.com/dog_rates/status/714141408... ... Labrador_retriever 0.586951 True golden_retriever 0.378812 True redbone 3.604890e-03 True None
1022 713900603437621249 NaN NaN 2016-03-27 01:29:02 +0000 <a href="http://twitter.com/download/iphone" r... Happy Saturday here's 9 puppers on a bench. 99... NaN NaN NaN https://twitter.com/dog_rates/status/713900603... ... golden_retriever 0.371816 True cocker_spaniel 0.177413 True Irish_setter 9.272520e-02 True None
1024 713411074226274305 NaN NaN 2016-03-25 17:03:49 +0000 <a href="http://twitter.com/download/iphone" r... Here we see an extremely rare Bearded Floofmal... NaN NaN NaN https://twitter.com/dog_rates/status/713411074... ... Great_Pyrenees 0.720337 True Samoyed 0.129542 True kuvasz 1.224510e-01 True None
1025 713177543487135744 NaN NaN 2016-03-25 01:35:51 +0000 <a href="http://twitter.com/download/iphone" r... This is Lance. Lance doesn't give a shit. 10/1... NaN NaN NaN https://twitter.com/dog_rates/status/713177543... ... whippet 0.734244 True basenji 0.025948 True Great_Dane 2.587430e-02 True None
1026 713175907180089344 NaN NaN 2016-03-25 01:29:21 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Opie and Clarkus. Clarkus fell as... NaN NaN NaN https://twitter.com/dog_rates/status/713175907... ... timber_wolf 0.503788 False malamute 0.430624 True Siberian_husky 2.845420e-02 True None
1028 712717840512598017 NaN NaN 2016-03-23 19:09:09 +0000 <a href="http://twitter.com/download/iphone" r... Please don't send in any more polar bears. We ... NaN NaN NaN https://twitter.com/dog_rates/status/712717840... ... Great_Pyrenees 0.732043 True kuvasz 0.121375 True Irish_wolfhound 4.952370e-02 True None
1029 712668654853337088 NaN NaN 2016-03-23 15:53:42 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Sunny and Roxy. They pull things ... NaN NaN NaN https://twitter.com/dog_rates/status/712668654... ... Labrador_retriever 0.829058 True golden_retriever 0.038664 True Chihuahua 2.622140e-02 True None
1031 712097430750289920 NaN NaN 2016-03-22 02:03:52 +0000 <a href="http://twitter.com/download/iphone" r... I can't even comprehend how confused this dog ... NaN NaN NaN https://twitter.com/dog_rates/status/712097430... ... Labrador_retriever 0.720481 True whippet 0.048032 True Chesapeake_Bay_retriever 4.504640e-02 True None
1033 712085617388212225 NaN NaN 2016-03-22 01:16:55 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Olive and Ruby. They are best bud... NaN NaN NaN https://twitter.com/dog_rates/status/712085617... ... Shih-Tzu 0.625129 True Tibetan_terrier 0.126897 True Lhasa 1.196630e-01 True None
1035 711998809858043904 NaN NaN 2016-03-21 19:31:59 +0000 <a href="http://twitter.com/download/iphone" r... RT @twitter: @dog_rates Awesome Tweet! 12/10. ... 7.119983e+17 7.832140e+05 2016-03-21 19:29:52 +0000 https://twitter.com/twitter/status/71199827977... ... comic_book 0.105171 False kuvasz 0.059895 True book_jacket 4.663810e-02 False None
1038 711732680602345472 NaN NaN 2016-03-21 01:54:29 +0000 <a href="http://twitter.com/download/iphone" r... I want to hear the joke this dog was just told... NaN NaN NaN https://twitter.com/dog_rates/status/711732680... ... dingo 0.366875 False Ibizan_hound 0.334929 True Eskimo_dog 7.387620e-02 True None
1039 711694788429553666 NaN NaN 2016-03-20 23:23:54 +0000 <a href="http://twitter.com/download/iphone" r... Oh. My. God. 13/10 magical af https://t.co/Ezu... NaN NaN NaN https://twitter.com/dog_rates/status/711694788... ... brown_bear 0.713293 False Indian_elephant 0.172844 False water_buffalo 3.890220e-02 False None
1041 711363825979756544 NaN NaN 2016-03-20 01:28:47 +0000 <a href="http://twitter.com/download/iphone" r... "Please, no puparazzi" 11/10 https://t.co/nJIX... NaN NaN NaN https://twitter.com/dog_rates/status/711363825... ... Pembroke 0.750906 True Cardigan 0.241152 True basenji 2.639620e-03 True None
1042 711306686208872448 NaN NaN 2016-03-19 21:41:44 +0000 <a href="http://twitter.com/download/iphone" r... What hooligan sent in pictures w/out a dog in ... NaN NaN NaN https://twitter.com/dog_rates/status/711306686... ... leatherback_turtle 0.280835 False loggerhead 0.123290 False Dandie_Dinmont 8.679250e-02 True None
1044 710997087345876993 NaN NaN 2016-03-19 01:11:29 +0000 <a href="http://twitter.com/download/iphone" r... Meet Milo and Amos. They are the best of pals.... NaN NaN NaN https://twitter.com/dog_rates/status/710997087... ... malamute 0.281260 True Eskimo_dog 0.232641 True Pembroke 9.160200e-02 True None
1047 710658690886586372 NaN NaN 2016-03-18 02:46:49 +0000 <a href="http://twitter.com/download/iphone" r... Here's a brigade of puppers. All look very pre... NaN NaN NaN https://twitter.com/dog_rates/status/710658690... ... soft-coated_wheaten_terrier 0.948617 True Dandie_Dinmont 0.018664 True cairn 1.594270e-02 True None
1050 710272297844797440 NaN NaN 2016-03-17 01:11:26 +0000 <a href="http://twitter.com/download/iphone" r... We 👏🏻 only 👏🏻 rate 👏🏻 dogs. Pls stop sending i... NaN NaN NaN https://twitter.com/dog_rates/status/710272297... ... Old_English_sheepdog 0.586307 True wire-haired_fox_terrier 0.118622 True Lakeland_terrier 1.068060e-01 True None
1051 710269109699739648 NaN NaN 2016-03-17 00:58:46 +0000 <a href="http://twitter.com/download/iphone" r... The squad is back for St. Patrick's Day! ☘ 💚\n... NaN NaN NaN https://twitter.com/dog_rates/status/710269109... ... pug 0.415495 True German_shepherd 0.178157 True Labrador_retriever 1.002020e-01 True None
1056 709901256215666688 NaN NaN 2016-03-16 00:37:03 +0000 <a href="http://twitter.com/download/iphone" r... WeRateDogs stickers are here and they're 12/10... NaN NaN NaN http://goo.gl/ArWZfi,https://twitter.com/dog_r... ... bib 0.998814 False handkerchief 0.000512 False umbrella 2.244770e-04 False None
1057 709852847387627521 NaN NaN 2016-03-15 21:24:41 +0000 <a href="http://twitter.com/download/iphone" r... *lets out a tiny whimper and then collapses* .... NaN NaN NaN https://twitter.com/dog_rates/status/709852847... ... Chihuahua 0.945629 True Pomeranian 0.019204 True West_Highland_white_terrier 1.013420e-02 True None
1065 709198395643068416 NaN NaN 2016-03-14 02:04:08 +0000 <a href="http://twitter.com/download/iphone" r... From left to right:\nCletus, Jerome, Alejandro... NaN NaN NaN https://twitter.com/dog_rates/status/709198395... ... borzoi 0.490783 True wire-haired_fox_terrier 0.083513 True English_setter 8.318430e-02 True None
1068 708845821941387268 NaN NaN 2016-03-13 02:43:08 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper with magic eyes. Not wearing a... NaN NaN NaN https://twitter.com/dog_rates/status/708845821... ... schipperke 0.745640 True kelpie 0.167853 True Boston_bull 1.476290e-02 True None
1078 708130923141795840 NaN NaN 2016-03-11 03:22:23 +0000 <a href="http://twitter.com/download/iphone" r... Please stop sending in non canines like this G... NaN NaN NaN https://twitter.com/dog_rates/status/708130923... ... French_bulldog 0.710354 True Chihuahua 0.262302 True Cardigan 6.903820e-03 True None
1081 708026248782585858 NaN NaN 2016-03-10 20:26:26 +0000 <a href="http://twitter.com/download/iphone" r... Everybody stop what you're doing and watch thi... NaN NaN NaN https://twitter.com/dog_rates/status/708026248... ... malinois 0.786468 True Chesapeake_Bay_retriever 0.068979 True Siamese_cat 2.930440e-02 False None
1085 707741517457260545 NaN NaN 2016-03-10 01:35:01 +0000 <a href="http://twitter.com/download/iphone" r... When your roommate eats your leftover Chili's ... NaN NaN NaN https://twitter.com/dog_rates/status/707741517... ... whippet 0.738371 True Italian_greyhound 0.191789 True American_Staffordshire_terrier 2.012570e-02 True None
1089 707411934438625280 NaN NaN 2016-03-09 03:45:22 +0000 <a href="http://twitter.com/download/iphone" r... "I shall trip the big pupper with leash. Big p... NaN NaN NaN https://twitter.com/dog_rates/status/707411934... ... Lakeland_terrier 0.738277 True Airedale 0.028515 True giant_schnauzer 2.487630e-02 True None
1091 707377100785885184 NaN NaN 2016-03-09 01:26:57 +0000 <a href="http://twitter.com/download/iphone" r... This dog just brutally murdered a snowman. Cur... NaN NaN NaN https://twitter.com/dog_rates/status/707377100... ... golden_retriever 0.637225 True bloodhound 0.094542 True cocker_spaniel 6.979710e-02 True None
1101 706593038911545345 NaN NaN 2016-03-06 21:31:22 +0000 <a href="http://twitter.com/download/iphone" r... Here's a sneak peek of me on spring break. 10/... NaN NaN NaN https://twitter.com/dog_rates/status/706593038... ... four-poster 0.696423 False quilt 0.189312 False pillow 2.940880e-02 False None
1105 706310011488698368 NaN NaN 2016-03-06 02:46:44 +0000 <a href="http://twitter.com/download/iphone" r... Here's a very sleepy pupper. Thinks it's an ai... NaN NaN NaN https://twitter.com/dog_rates/status/706310011... ... Pembroke 0.698165 True Chihuahua 0.105834 True bloodhound 6.203040e-02 True None
1106 706291001778950144 NaN NaN 2016-03-06 01:31:11 +0000 <a href="http://twitter.com/download/iphone" r... When you're just relaxin and having a swell ti... NaN NaN NaN https://twitter.com/dog_rates/status/706291001... ... Border_terrier 0.587101 True bull_mastiff 0.164087 True Staffordshire_bullterrier 1.050110e-01 True None
1112 705786532653883392 7.032559e+17 4.196984e+09 2016-03-04 16:06:36 +0000 <a href="http://twitter.com/download/iphone" r... Seriously, add us 🐶 11/10 for sad wet pupper h... NaN NaN NaN https://twitter.com/dog_rates/status/705786532... ... web_site 0.550294 False Labrador_retriever 0.148496 True golden_retriever 1.484820e-01 True None
1113 705591895322394625 NaN NaN 2016-03-04 03:13:11 +0000 <a href="http://twitter.com/download/iphone" r... "Ma'am, for the last time, I'm not authorized ... NaN NaN NaN https://twitter.com/dog_rates/status/705591895... ... basenji 0.877207 True Italian_greyhound 0.047854 True miniature_pinscher 3.563810e-02 True None
1121 704871453724954624 6.671522e+17 4.196984e+09 2016-03-02 03:30:25 +0000 <a href="http://twitter.com/download/iphone" r... I found a forest Pipsy. 12/10 https://t.co/mIQ... NaN NaN NaN https://twitter.com/dog_rates/status/704871453... ... Norfolk_terrier 0.689504 True soft-coated_wheaten_terrier 0.101480 True Norwich_terrier 5.577850e-02 True None
1122 704859558691414016 NaN NaN 2016-03-02 02:43:09 +0000 <a href="http://twitter.com/download/iphone" r... Here is a heartbreaking scene of an incredible... NaN NaN NaN https://twitter.com/dog_rates/status/704859558... ... pug 0.284428 True teddy 0.156339 False mitten 1.389150e-01 False None
1123 704847917308362754 NaN NaN 2016-03-02 01:56:53 +0000 <a href="http://twitter.com/download/iphone" r... "Yes hi could I get a number 4 with no pickles... NaN NaN NaN https://twitter.com/dog_rates/status/704847917... ... golden_retriever 0.857240 True Labrador_retriever 0.135460 True Tibetan_mastiff 1.903320e-03 True None
1125 704761120771465216 NaN NaN 2016-03-01 20:11:59 +0000 <a href="http://twitter.com/download/iphone" r... This pupper killed this great white in an epic... NaN NaN NaN https://twitter.com/dog_rates/status/704761120... ... Siamese_cat 0.202294 False Chihuahua 0.100418 True basenji 7.209650e-02 True None
1126 704499785726889984 NaN NaN 2016-03-01 02:53:32 +0000 <a href="http://twitter.com/download/iphone" r... When you wake up from a long nap and have no i... NaN NaN NaN https://twitter.com/dog_rates/status/704499785... ... Chihuahua 0.376541 True Siamese_cat 0.098057 False Labrador_retriever 8.521090e-02 True None
1131 704054845121142784 NaN NaN 2016-02-28 21:25:30 +0000 <a href="http://twitter.com/download/iphone" r... Here is a whole flock of puppers. 60/50 I'll ... NaN NaN NaN https://twitter.com/dog_rates/status/704054845... ... Great_Pyrenees 0.667939 True kuvasz 0.228764 True golden_retriever 4.388540e-02 True None
1132 703774238772166656 NaN NaN 2016-02-28 02:50:28 +0000 <a href="http://twitter.com/download/iphone" r... "YOU CAN'T HANDLE THE TRUTH" both 10/10 https:... NaN NaN NaN https://twitter.com/dog_rates/status/703774238... ... Labrador_retriever 0.990119 True Chesapeake_Bay_retriever 0.008026 True curly-coated_retriever 1.242290e-03 True None
1133 703769065844768768 NaN NaN 2016-02-28 02:29:55 +0000 <a href="http://twitter.com/download/iphone" r... When you're trying to watch your favorite tv s... NaN NaN NaN https://twitter.com/dog_rates/status/703769065... ... boxer 0.838994 True Greater_Swiss_Mountain_dog 0.088800 True bull_mastiff 3.168390e-02 True None
1136 703425003149250560 7.030419e+17 4.196984e+09 2016-02-27 03:42:44 +0000 <a href="http://twitter.com/download/iphone" r... Really guys? Again? I know this is a rare Alba... NaN NaN NaN https://twitter.com/dog_rates/status/703425003... ... miniature_pinscher 0.292866 True sleeping_bag 0.142122 False Italian_greyhound 7.084900e-02 True None
1137 703407252292673536 NaN NaN 2016-02-27 02:32:12 +0000 <a href="http://twitter.com/download/iphone" r... This pupper doesn't understand gates. 10/10 so... NaN NaN NaN https://twitter.com/dog_rates/status/703407252... ... doormat 0.201058 False turnstile 0.088583 False carton 8.292380e-02 False None
1139 703356393781329922 NaN NaN 2016-02-26 23:10:06 +0000 <a href="http://twitter.com/download/iphone" r... This is Socks. That water pup w the super legs... NaN NaN NaN https://twitter.com/dog_rates/status/703356393... ... Border_collie 0.894842 True collie 0.097364 True English_springer 3.036740e-03 True None
1140 703268521220972544 NaN NaN 2016-02-26 17:20:56 +0000 <a href="http://twitter.com/download/iphone" r... Happy Friday here's a sleepy pupper 12/10 http... NaN NaN NaN https://twitter.com/dog_rates/status/703268521... ... wool 0.525434 False fur_coat 0.236391 False kuvasz 3.824300e-02 True None
1141 703079050210877440 NaN NaN 2016-02-26 04:48:02 +0000 <a href="http://twitter.com/download/iphone" r... This is a Butternut Cumberfloof. It's not wind... NaN NaN NaN https://twitter.com/dog_rates/status/703079050... ... Pembroke 0.778503 True Shetland_sheepdog 0.093834 True Cardigan 6.029640e-02 True None
1142 703041949650034688 NaN NaN 2016-02-26 02:20:37 +0000 <a href="http://twitter.com/download/iphone" r... This is an East African Chalupa Seal. We only ... NaN NaN NaN https://twitter.com/dog_rates/status/703041949... ... hippopotamus 0.581403 False doormat 0.152445 False sea_lion 2.636430e-02 False None
1145 702671118226825216 NaN NaN 2016-02-25 01:47:04 +0000 <a href="http://twitter.com/download/iphone" r... Meet Rambo &amp; Kiwi. Rambo's the pup with th... NaN NaN NaN https://twitter.com/dog_rates/status/702671118... ... bloodhound 0.381227 True Sussex_spaniel 0.212017 True clumber 1.286220e-01 True None
1147 702539513671897089 NaN NaN 2016-02-24 17:04:07 +0000 <a href="http://twitter.com/download/iphone" r... This is a Wild Tuscan Poofwiggle. Careful not ... NaN NaN NaN https://twitter.com/dog_rates/status/702539513... ... Pomeranian 0.714367 True Shih-Tzu 0.040574 True silky_terrier 3.251050e-02 True None
1148 702321140488925184 NaN NaN 2016-02-24 02:36:23 +0000 <a href="http://twitter.com/download/iphone" r... Please enjoy this picture as much as I did. 12... NaN NaN NaN https://twitter.com/dog_rates/status/702321140... ... West_Highland_white_terrier 0.769159 True Scotch_terrier 0.064369 True Old_English_sheepdog 4.376340e-02 True None
1149 702276748847800320 NaN NaN 2016-02-23 23:39:59 +0000 <a href="http://twitter.com/download/iphone" r... "AND IIIIIIIIIIIEIIIIIIIIIIIII WILL ALWAYS LOV... NaN NaN NaN https://twitter.com/dog_rates/status/702276748... ... Boston_bull 0.697303 True French_bulldog 0.239015 True American_Staffordshire_terrier 1.983810e-02 True None
1150 702217446468493312 NaN NaN 2016-02-23 19:44:20 +0000 <a href="http://twitter.com/download/iphone" r... I know it's tempting, but please stop sending ... NaN NaN NaN https://twitter.com/dog_rates/status/702217446... ... golden_retriever 0.242419 True chow 0.226800 True cocker_spaniel 1.940860e-01 True None
1157 701214700881756160 NaN NaN 2016-02-21 01:19:47 +0000 <a href="http://twitter.com/download/iphone" r... I'm not sure what's happening here, but it's p... NaN NaN NaN https://twitter.com/dog_rates/status/701214700... ... Chihuahua 0.615163 True Pembroke 0.159509 True basenji 8.446570e-02 True None
1159 700864154249383937 NaN NaN 2016-02-20 02:06:50 +0000 <a href="http://twitter.com/download/iphone" r... "Pupper is a present to world. Here is a bow f... NaN NaN NaN https://twitter.com/dog_rates/status/700864154... ... kuvasz 0.805857 True Great_Pyrenees 0.187272 True Samoyed 3.490900e-03 True None
1162 700747788515020802 NaN NaN 2016-02-19 18:24:26 +0000 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Pls stop sending in non-can... NaN NaN NaN https://twitter.com/dog_rates/status/700747788... ... Great_Pyrenees 0.481333 True Samoyed 0.311769 True Maltese_dog 7.496210e-02 True None
1167 700151421916807169 NaN NaN 2016-02-18 02:54:41 +0000 <a href="http://twitter.com/download/iphone" r... If a pupper gave that to me I'd probably start... NaN NaN NaN https://twitter.com/dog_rates/status/700151421... ... tennis_ball 0.328236 False Italian_greyhound 0.176838 True Staffordshire_bullterrier 1.340800e-01 True None
1168 700143752053182464 NaN NaN 2016-02-18 02:24:13 +0000 <a href="http://twitter.com/download/iphone" r... When it's Janet from accounting's birthday but... NaN NaN NaN https://twitter.com/dog_rates/status/700143752... ... golden_retriever 0.532460 True crossword_puzzle 0.103796 False binder 1.003710e-01 False None
1174 699779630832685056 NaN NaN 2016-02-17 02:17:19 +0000 <a href="http://twitter.com/download/iphone" r... Take all my money. 10/10 https://t.co/B28ebc5LzQ NaN NaN NaN https://twitter.com/dog_rates/status/699779630... ... malinois 0.706038 True German_shepherd 0.165655 True Great_Dane 5.904750e-02 True None
1178 699434518667751424 NaN NaN 2016-02-16 03:25:58 +0000 <a href="http://twitter.com/download/iphone" r... I know this is a tad late but here's a wonderf... NaN NaN NaN https://twitter.com/dog_rates/status/699434518... ... golden_retriever 0.836572 True kuvasz 0.105946 True Labrador_retriever 2.514390e-02 True None
1179 699423671849451520 NaN NaN 2016-02-16 02:42:52 +0000 <a href="http://twitter.com/download/iphone" r... "Don't ever talk to me or my son again." ...bo... NaN NaN NaN https://twitter.com/dog_rates/status/699423671... ... pug 0.997860 True French_bulldog 0.001825 True bull_mastiff 2.989400e-04 True None
1182 699323444782047232 NaN NaN 2016-02-15 20:04:36 +0000 <a href="http://twitter.com/download/iphone" r... "I'm bathing the children what do you want?" ... NaN NaN NaN https://twitter.com/dog_rates/status/699323444... ... Labrador_retriever 0.309696 True doormat 0.303700 False sliding_door 7.726600e-02 False None
1185 699072405256409088 NaN NaN 2016-02-15 03:27:04 +0000 <a href="http://twitter.com/download/iphone" r... ERMAHGERD 12/10 please enjoy https://t.co/7WrA... NaN NaN NaN https://twitter.com/dog_rates/status/699072405... ... Shih-Tzu 0.599587 True Pekinese 0.213069 True Maltese_dog 1.542930e-01 True None
1186 699036661657767936 NaN NaN 2016-02-15 01:05:02 +0000 <a href="http://twitter.com/download/iphone" r... HAPPY V-DAY FROM YOUR FAV PUPPER SQUAD 13/10 f... NaN NaN NaN https://twitter.com/dog_rates/status/699036661... ... Chihuahua 0.222943 True toyshop 0.179938 False Weimaraner 1.630330e-01 True None
1192 698635131305795584 NaN NaN 2016-02-13 22:29:29 +0000 <a href="http://twitter.com/download/iphone" r... Here we are witnessing five Guatemalan Birch F... NaN NaN NaN https://twitter.com/dog_rates/status/698635131... ... Samoyed 0.158464 True kuvasz 0.089402 True West_Highland_white_terrier 2.503730e-02 True None
1197 698195409219559425 NaN NaN 2016-02-12 17:22:12 +0000 <a href="http://twitter.com/download/iphone" r... Meet Beau &amp; Wilbur. Wilbur stole Beau's be... NaN NaN NaN https://twitter.com/dog_rates/status/698195409... ... Labrador_retriever 0.643690 True American_Staffordshire_terrier 0.102684 True dalmatian 5.000780e-02 True None
1199 697995514407682048 NaN NaN 2016-02-12 04:07:53 +0000 <a href="http://twitter.com/download/iphone" r... "Dammit hooman quit playin I jus wanna wheat t... NaN NaN NaN https://twitter.com/dog_rates/status/697995514... ... Staffordshire_bullterrier 0.280222 True Boston_bull 0.161478 True American_Staffordshire_terrier 1.268840e-01 True None
1203 697616773278015490 NaN NaN 2016-02-11 03:02:54 +0000 <a href="http://twitter.com/download/iphone" r... This pupper doubles as a hallway rug. Very rar... NaN NaN NaN https://twitter.com/dog_rates/status/697616773... ... Lhasa 0.521931 True Shih-Tzu 0.403451 True Tibetan_terrier 3.991220e-02 True None
1204 697596423848730625 NaN NaN 2016-02-11 01:42:02 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper with a piece of pizza. Two of ... NaN NaN NaN https://twitter.com/dog_rates/status/697596423... ... Shetland_sheepdog 0.621668 True collie 0.366578 True Pembroke 7.698190e-03 True None
1207 697463031882764288 NaN NaN 2016-02-10 16:51:59 +0000 <a href="http://twitter.com/download/iphone" r... Happy Wednesday here's a bucket of pups. 44/40... NaN NaN NaN https://twitter.com/dog_rates/status/697463031... ... Labrador_retriever 0.999885 True golden_retriever 0.000098 True pug 8.267760e-06 True None
1209 697259378236399616 NaN NaN 2016-02-10 03:22:44 +0000 <a href="http://twitter.com/download/iphone" r... Please stop sending in saber-toothed tigers. T... NaN NaN NaN https://twitter.com/dog_rates/status/697259378... ... Great_Dane 0.999223 True boxer 0.000187 True whippet 1.510710e-04 True None
1213 696894894812565505 NaN NaN 2016-02-09 03:14:25 +0000 <a href="http://twitter.com/download/iphone" r... These two pirates crashed their ship and don't... NaN NaN NaN https://twitter.com/dog_rates/status/696894894... ... Appenzeller 0.665628 True beagle 0.104795 True Greater_Swiss_Mountain_dog 6.786800e-02 True None
1214 696886256886657024 NaN NaN 2016-02-09 02:40:05 +0000 <a href="http://twitter.com/download/iphone" r... Guys I found the dog from Up. 12/10 https://t.... NaN NaN NaN https://twitter.com/dog_rates/status/696886256... ... kuvasz 0.383941 True golden_retriever 0.289085 True dingo 5.654810e-02 False None
1218 696488710901260288 NaN NaN 2016-02-08 00:20:23 +0000 <a href="http://twitter.com/download/iphone" r... 12/10 revolutionary af https://t.co/zKzq4nIY86 NaN NaN NaN https://twitter.com/dog_rates/status/696488710... ... briard 0.369063 True Scotch_terrier 0.168204 True giant_schnauzer 1.205530e-01 True None
1220 695816827381944320 NaN NaN 2016-02-06 03:50:33 +0000 <a href="http://twitter.com/download/iphone" r... Here's a dog enjoying a sunset. 11/10 would tr... NaN NaN NaN https://twitter.com/dog_rates/status/695816827... ... Pomeranian 0.382234 True chow 0.208302 True sunglasses 1.313280e-01 False None
1222 695767669421768709 6.753494e+17 4.196984e+09 2016-02-06 00:35:13 +0000 <a href="http://twitter.com/download/iphone" r... If you are aware of who is making these please... NaN NaN NaN https://twitter.com/dog_rates/status/695767669... ... soft-coated_wheaten_terrier 0.805139 True Lakeland_terrier 0.121662 True Afghan_hound 2.330250e-02 True None
1224 695446424020918272 NaN NaN 2016-02-05 03:18:42 +0000 <a href="http://twitter.com/download/iphone" r... We normally don't rate unicorns but this one h... NaN NaN NaN https://twitter.com/dog_rates/status/695446424... ... basenji 0.748904 True Cardigan 0.121102 True Pembroke 1.117670e-01 True None
1227 695095422348574720 NaN NaN 2016-02-04 04:03:57 +0000 <a href="http://twitter.com/download/iphone" r... This is just a beautiful pupper good shit evol... NaN NaN NaN https://twitter.com/dog_rates/status/695095422... ... papillon 0.227784 True Chihuahua 0.218128 True Border_collie 9.345740e-02 True None
1229 695064344191721472 NaN NaN 2016-02-04 02:00:27 +0000 <a href="http://twitter.com/download/iphone" r... This may be the greatest video I've ever been ... NaN NaN NaN https://twitter.com/dog_rates/status/695064344... ... seat_belt 0.522211 False sunglasses 0.077552 False ice_lolly 5.177400e-02 False None
1233 694356675654983680 6.706684e+17 4.196984e+09 2016-02-02 03:08:26 +0000 <a href="http://twitter.com/download/iphone" r... This pupper only appears through the hole of a... NaN NaN NaN https://twitter.com/dog_rates/status/694356675... ... hamster 0.429871 False Pomeranian 0.144272 True pretzel 1.272200e-01 False None
1236 694206574471057408 NaN NaN 2016-02-01 17:11:59 +0000 <a href="http://twitter.com/download/iphone" r... "Martha come take a look at this. I'm so fed u... NaN NaN NaN https://twitter.com/dog_rates/status/694206574... ... Shih-Tzu 0.352547 True toy_poodle 0.155720 True Maltese_dog 1.166570e-01 True None
1240 693647888581312512 NaN NaN 2016-01-31 04:11:58 +0000 <a href="http://twitter.com/download/iphone" r... What kind of person sends in a pic without a d... NaN NaN NaN https://twitter.com/dog_rates/status/693647888... ... washbasin 0.272451 False doormat 0.165871 False bathtub 6.636840e-02 False None
1242 693629975228977152 NaN NaN 2016-01-31 03:00:47 +0000 <a href="http://twitter.com/download/iphone" r... This pupper is afraid of its own feet. 12/10 w... NaN NaN NaN https://twitter.com/dog_rates/status/693629975... ... pug 0.841987 True French_bulldog 0.069791 True Boston_bull 3.871990e-02 True None
1247 693262851218264065 NaN NaN 2016-01-30 02:41:58 +0000 <a href="http://twitter.com/download/iphone" r... I hope you guys enjoy this beautiful snowy pup... NaN NaN NaN https://twitter.com/dog_rates/status/693262851... ... golden_retriever 0.989333 True Labrador_retriever 0.007946 True kuvasz 7.489320e-04 True None
1250 693109034023534592 NaN NaN 2016-01-29 16:30:45 +0000 <a href="http://twitter.com/download/iphone" r... "Thank you friend that was a swell petting" 11... NaN NaN NaN https://twitter.com/dog_rates/status/693109034... ... cocker_spaniel 0.740013 True Welsh_springer_spaniel 0.088739 True golden_retriever 4.746980e-02 True None
1252 692919143163629568 NaN NaN 2016-01-29 03:56:12 +0000 <a href="http://twitter.com/download/iphone" r... Please only send in dogs. Don't submit other t... NaN NaN NaN https://twitter.com/dog_rates/status/692919143... ... Saint_Bernard 0.612635 True English_springer 0.269744 True boxer 4.866550e-02 True None
1254 692901601640583168 NaN NaN 2016-01-29 02:46:29 +0000 <a href="http://twitter.com/download/iphone" r... "Fuck the system" 10/10 https://t.co/N0OADmCnVV NaN NaN NaN https://twitter.com/dog_rates/status/692901601... ... soft-coated_wheaten_terrier 0.403496 True cocker_spaniel 0.135164 True golden_retriever 8.871870e-02 True None
1256 692828166163931137 NaN NaN 2016-01-28 21:54:41 +0000 <a href="http://twitter.com/download/iphone" r... This pupper just descended from heaven. 12/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/692828166... ... Samoyed 0.985857 True Arctic_fox 0.007852 False white_wolf 3.277700e-03 False None
1257 692752401762250755 NaN NaN 2016-01-28 16:53:37 +0000 <a href="http://twitter.com/download/iphone" r... "Hello yes could I get one pupper to go please... NaN NaN NaN https://twitter.com/dog_rates/status/692752401... ... Samoyed 0.471276 True Siberian_husky 0.158850 True Eskimo_dog 1.386720e-01 True None
1262 692187005137076224 NaN NaN 2016-01-27 03:26:56 +0000 <a href="http://twitter.com/download/iphone" r... This is a rare Arctic Wubberfloof. Unamused by... NaN NaN NaN https://twitter.com/dog_rates/status/692187005... ... Siberian_husky 0.810592 True malamute 0.119745 True Eskimo_dog 2.926480e-02 True None
1267 691756958957883396 NaN NaN 2016-01-25 22:58:05 +0000 <a href="http://twitter.com/download/iphone" r... THE BRITISH ARE COMING\nTHE BRITISH ARE COMING... NaN NaN NaN https://twitter.com/dog_rates/status/691756958... ... Saint_Bernard 0.342571 True boxer 0.289096 True Pembroke 7.646340e-02 True None
1268 691675652215414786 NaN NaN 2016-01-25 17:35:00 +0000 <a href="http://twitter.com/download/iphone" r... This is Richie and Plip. They are the best of ... NaN NaN NaN https://twitter.com/dog_rates/status/691675652... ... Chihuahua 0.182898 True teddy 0.128077 False West_Highland_white_terrier 9.787480e-02 True None
1269 691483041324204033 NaN NaN 2016-01-25 04:49:38 +0000 <a href="http://twitter.com/download/iphone" r... When bae says they can't go out but you see th... NaN NaN NaN https://twitter.com/dog_rates/status/691483041... ... bloodhound 0.886232 True black-and-tan_coonhound 0.077420 True Gordon_setter 9.826430e-03 True None
1272 691416866452082688 NaN NaN 2016-01-25 00:26:41 +0000 <a href="http://twitter.com/download/iphone" r... I present to you... Dog Jesus. 13/10 (he could... NaN NaN NaN https://twitter.com/dog_rates/status/691416866... ... Lakeland_terrier 0.530104 True Irish_terrier 0.197314 True Airedale 8.251460e-02 True None
1274 691096613310316544 NaN NaN 2016-01-24 03:14:07 +0000 <a href="http://twitter.com/download/iphone" r... Here we see one dog giving a puptalk to anothe... NaN NaN NaN https://twitter.com/dog_rates/status/691096613... ... borzoi 0.441269 True llama 0.278270 False Arabian_camel 6.350350e-02 False None
1275 691090071332753408 NaN NaN 2016-01-24 02:48:07 +0000 <a href="http://twitter.com/download/iphone" r... Happy Saturday here's a dog in a mailbox. 12/1... NaN NaN NaN https://twitter.com/dog_rates/status/691090071... ... barrow 0.241637 False tub 0.238450 False bathtub 1.672850e-01 False None
1276 690959652130045952 NaN NaN 2016-01-23 18:09:53 +0000 <a href="http://twitter.com/download/iphone" r... This golden is happy to refute the soft mouth ... NaN NaN NaN https://twitter.com/dog_rates/status/690959652... ... golden_retriever 0.862964 True Labrador_retriever 0.044865 True Saluki 1.246780e-02 True None
1286 690360449368465409 NaN NaN 2016-01-22 02:28:52 +0000 <a href="http://twitter.com/download/iphone" r... Stop sending in lobsters. This is the final wa... NaN NaN NaN https://twitter.com/dog_rates/status/690360449... ... pug 0.686933 True French_bulldog 0.076359 True Brabancon_griffon 3.500700e-02 True None
1290 690005060500217858 NaN NaN 2016-01-21 02:56:40 +0000 <a href="http://twitter.com/download/iphone" r... "I'm the only one that ever does anything in t... NaN NaN NaN https://twitter.com/dog_rates/status/690005060... ... Samoyed 0.270287 True Great_Pyrenees 0.114027 True teddy 7.247480e-02 False None
1292 689977555533848577 NaN NaN 2016-01-21 01:07:23 +0000 <a href="http://twitter.com/download/iphone" r... Happy Wednesday here's a pup wearing a beret. ... NaN NaN NaN https://twitter.com/dog_rates/status/689977555... ... cowboy_hat 0.291081 False Labrador_retriever 0.179625 True sombrero 1.214930e-01 False None
1295 689835978131935233 NaN NaN 2016-01-20 15:44:48 +0000 <a href="http://twitter.com/download/iphone" r... Meet Fynn &amp; Taco. Fynn is an all-powerful ... NaN NaN NaN https://twitter.com/dog_rates/status/689835978... ... collie 0.600186 True Shetland_sheepdog 0.298939 True borzoi 2.261560e-02 True None
1299 689599056876867584 NaN NaN 2016-01-20 00:03:21 +0000 <a href="http://twitter.com/download/iphone" r... Here we see 33 dogs posing for a picture. All ... NaN NaN NaN https://twitter.com/dog_rates/status/689599056... ... dogsled 0.426494 False cocker_spaniel 0.073101 True Chihuahua 7.032290e-02 True None
1300 689557536375177216 NaN NaN 2016-01-19 21:18:22 +0000 <a href="http://twitter.com/download/iphone" r... Downright majestic af 12/10 https://t.co/WFh2F... NaN NaN NaN https://twitter.com/dog_rates/status/689557536... ... Eskimo_dog 0.169482 True Siberian_husky 0.161655 True dingo 1.544140e-01 False None
1302 689289219123089408 NaN NaN 2016-01-19 03:32:10 +0000 <a href="http://twitter.com/download/iphone" r... Someone sent me this without any context and e... NaN NaN NaN https://twitter.com/dog_rates/status/689289219... ... snowmobile 0.254642 False assault_rifle 0.129558 False rifle 1.108750e-01 False None
1306 689154315265683456 NaN NaN 2016-01-18 18:36:07 +0000 <a href="http://twitter.com/download/iphone" r... We normally don't rate birds but I feel bad co... NaN NaN NaN https://twitter.com/dog_rates/status/689154315... ... cocker_spaniel 0.816044 True golden_retriever 0.054135 True Airedale 3.064810e-02 True None
1308 688916208532455424 NaN NaN 2016-01-18 02:49:58 +0000 <a href="http://twitter.com/download/iphone" r... This pupper just wants to say hello. 11/10 wou... NaN NaN NaN https://twitter.com/dog_rates/status/688916208... ... Pembroke 0.430544 True red_fox 0.206576 False Pomeranian 1.543520e-01 True None
1310 688898160958271489 NaN NaN 2016-01-18 01:38:15 +0000 <a href="http://twitter.com/download/iphone" r... When you have a ton of work to do but then rem... NaN NaN NaN https://twitter.com/dog_rates/status/688898160... ... Ibizan_hound 0.853170 True Chihuahua 0.039897 True Italian_greyhound 3.521960e-02 True None
1313 688804835492233216 NaN NaN 2016-01-17 19:27:24 +0000 <a href="http://twitter.com/download/iphone" r... When you stumble but recover quickly cause you... NaN NaN NaN https://twitter.com/dog_rates/status/688804835... ... malinois 0.199512 True German_shepherd 0.096797 True Saluki 8.284820e-02 True None
1320 688116655151435777 NaN NaN 2016-01-15 21:52:49 +0000 <a href="http://twitter.com/download/iphone" r... Please send dogs. I'm tired of seeing other st... NaN NaN NaN https://twitter.com/dog_rates/status/688116655... ... pug 0.973819 True Chihuahua 0.010891 True Staffordshire_bullterrier 6.863890e-03 True None
1323 687818504314159109 NaN NaN 2016-01-15 02:08:05 +0000 <a href="http://twitter.com/download/iphone" r... With great pupper comes great responsibility. ... NaN NaN NaN https://twitter.com/dog_rates/status/687818504... ... Lakeland_terrier 0.873029 True soft-coated_wheaten_terrier 0.060924 True toy_poodle 1.703090e-02 True None
1324 687807801670897665 NaN NaN 2016-01-15 01:25:33 +0000 <a href="http://twitter.com/download/iphone" r... Meet Trooper &amp; Maya. Trooper protects Maya... NaN NaN NaN https://twitter.com/dog_rates/status/687807801... ... Staffordshire_bullterrier 0.151113 True boxer 0.135697 True American_Staffordshire_terrier 8.659120e-02 True None
1328 687480748861947905 NaN NaN 2016-01-14 03:45:57 +0000 <a href="http://twitter.com/download/iphone" r... Another magnificent photo. 12/10 https://t.co/... NaN NaN NaN https://twitter.com/dog_rates/status/687480748... ... English_springer 0.472273 True English_setter 0.166862 True Brittany_spaniel 1.634110e-01 True None
1332 687312378585812992 NaN NaN 2016-01-13 16:36:55 +0000 <a href="http://twitter.com/download/iphone" r... "You got any games on your phone" 7/10 for inv... NaN NaN NaN https://twitter.com/dog_rates/status/687312378... ... seat_belt 0.703561 False Great_Dane 0.139909 True Weimaraner 2.111250e-02 True None
1336 687102708889812993 NaN NaN 2016-01-13 02:43:46 +0000 <a href="http://twitter.com/download/iphone" r... Army of water dogs here. None of them know whe... NaN NaN NaN https://twitter.com/dog_rates/status/687102708... ... fiddler_crab 0.992069 False quail 0.002491 False rock_crab 1.512570e-03 False None
1339 686749460672679938 NaN NaN 2016-01-12 03:20:05 +0000 <a href="http://twitter.com/download/iphone" r... Strange pup here. Easily manipulated. Rather i... NaN NaN NaN https://twitter.com/dog_rates/status/686749460... ... cheeseburger 0.643808 False hotdog 0.201378 False bagel 6.387970e-02 False None
1340 686730991906516992 NaN NaN 2016-01-12 02:06:41 +0000 <a href="http://twitter.com/download/iphone" r... I just love this picture. 12/10 lovely af http... NaN NaN NaN https://twitter.com/dog_rates/status/686730991... ... Tibetan_mastiff 0.338812 True Newfoundland 0.180925 True golden_retriever 1.800230e-01 True None
1346 686358356425093120 NaN NaN 2016-01-11 01:25:58 +0000 <a href="http://twitter.com/download/iphone" r... Heartwarming scene here. Son reuniting w fathe... NaN NaN NaN https://twitter.com/dog_rates/status/686358356... ... pug 0.985237 True bull_mastiff 0.008841 True boxer 2.321430e-03 True None
1348 686034024800862208 NaN NaN 2016-01-10 03:57:12 +0000 <a href="http://twitter.com/download/iphone" r... Your fav crew is back and this time they're em... NaN NaN NaN https://twitter.com/dog_rates/status/686034024... ... Great_Dane 0.236920 True Irish_wolfhound 0.117608 True Greater_Swiss_Mountain_dog 1.039000e-01 True None
1349 686007916130873345 NaN NaN 2016-01-10 02:13:27 +0000 <a href="http://twitter.com/download/iphone" r... This pupper has a magical eye. 11/10 I can't s... NaN NaN NaN https://twitter.com/dog_rates/status/686007916... ... Rhodesian_ridgeback 0.885301 True redbone 0.042335 True seat_belt 1.049300e-02 False None
1352 685943807276412928 NaN NaN 2016-01-09 21:58:42 +0000 <a href="http://twitter.com/download/iphone" r... This is the newly formed pupper a capella grou... NaN NaN NaN https://twitter.com/dog_rates/status/685943807... ... papillon 0.200812 True toy_terrier 0.114512 True Cardigan 9.451960e-02 True None
1357 685547936038666240 NaN NaN 2016-01-08 19:45:39 +0000 <a href="http://twitter.com/download/iphone" r... Everybody needs to read this. Jack is our firs... NaN NaN NaN https://twitter.com/dog_rates/status/685547936... ... web_site 0.923987 False oscilloscope 0.009712 False hand-held_computer 8.768570e-03 False None
1358 685532292383666176 NaN NaN 2016-01-08 18:43:29 +0000 <a href="http://twitter.com/download/iphone" r... For the last time, WE. DO. NOT. RATE. BULBASAU... NaN NaN NaN https://twitter.com/dog_rates/status/685532292... ... white_wolf 0.318524 False dingo 0.215436 False collie 9.580520e-02 True None
1359 685325112850124800 NaN NaN 2016-01-08 05:00:14 +0000 <a href="http://twitter.com/download/iphone" r... "Tristan do not speak to me with that kind of ... NaN NaN NaN https://twitter.com/dog_rates/status/685325112... ... golden_retriever 0.586937 True Labrador_retriever 0.398260 True kuvasz 5.409690e-03 True None
1361 685315239903100929 NaN NaN 2016-01-08 04:21:00 +0000 <a href="http://twitter.com/download/iphone" r... I would like everyone to appreciate this pup's... NaN NaN NaN https://twitter.com/dog_rates/status/685315239... ... chow 0.470162 True Pomeranian 0.159677 True Eskimo_dog 1.050740e-01 True None
1368 684926975086034944 NaN NaN 2016-01-07 02:38:10 +0000 <a href="http://twitter.com/download/iphone" r... Meet Bruiser &amp; Charlie. They are the best ... NaN NaN NaN https://twitter.com/dog_rates/status/684926975... ... Labrador_retriever 0.769412 True golden_retriever 0.144893 True lion 2.143980e-02 False None
1369 684914660081053696 NaN NaN 2016-01-07 01:49:14 +0000 <a href="http://twitter.com/download/iphone" r... "Hello yes I'll just get one of each color tha... NaN NaN NaN https://twitter.com/dog_rates/status/684914660... ... shopping_cart 0.460950 False chow 0.261288 True Labrador_retriever 7.419380e-02 True None
1371 684880619965411328 NaN NaN 2016-01-06 23:33:58 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a basking dino pupper. Looks powe... NaN NaN NaN https://twitter.com/dog_rates/status/684880619... ... clog 0.081101 False spindle 0.066957 False agama 6.088370e-02 False None
1373 684594889858887680 NaN NaN 2016-01-06 04:38:35 +0000 <a href="http://twitter.com/download/iphone" r... "FOR THE LAST TIME I DON'T WANNA PLAY TWISTER ... NaN NaN NaN https://twitter.com/dog_rates/status/684594889... ... Weimaraner 0.948688 True English_setter 0.035352 True Brittany_spaniel 3.878780e-03 True None
1375 684538444857667585 6.844811e+17 4.196984e+09 2016-01-06 00:54:18 +0000 <a href="http://twitter.com/download/iphone" r... After watching this video, we've determined th... NaN NaN NaN https://twitter.com/dog_rates/status/684538444... ... Chihuahua 0.702583 True Siamese_cat 0.068218 False macaque 4.332460e-02 False None
1379 684225744407494656 6.842229e+17 4.196984e+09 2016-01-05 04:11:44 +0000 <a href="http://twitter.com/download/iphone" r... Two sneaky puppers were not initially seen, mo... NaN NaN NaN https://twitter.com/dog_rates/status/684225744... ... golden_retriever 0.203249 True Samoyed 0.067958 True Great_Pyrenees 6.532750e-02 True None
1381 684200372118904832 NaN NaN 2016-01-05 02:30:55 +0000 <a href="http://twitter.com/download/iphone" r... Gang of fearless hoofed puppers here. Straight... NaN NaN NaN https://twitter.com/dog_rates/status/684200372... ... llama 0.681347 False ram 0.120142 False hog 4.368580e-02 False None
1383 684188786104872960 NaN NaN 2016-01-05 01:44:52 +0000 <a href="http://twitter.com/download/iphone" r... "Yo Boomer I'm taking a selfie, grab your stic... NaN NaN NaN https://twitter.com/dog_rates/status/684188786... ... kelpie 0.537782 True American_Staffordshire_terrier 0.082953 True Staffordshire_bullterrier 6.975990e-02 True None
1385 684122891630342144 NaN NaN 2016-01-04 21:23:02 +0000 <a href="http://twitter.com/download/iphone" r... Heartwarming scene of two pups that want nothi... NaN NaN NaN https://twitter.com/dog_rates/status/684122891... ... cheetah 0.822193 False Arabian_camel 0.046976 False jaguar 2.578480e-02 False None
1390 683834909291606017 NaN NaN 2016-01-04 02:18:42 +0000 <a href="http://twitter.com/download/iphone" r... Here we see a faulty pupper. Might need to rep... NaN NaN NaN https://twitter.com/dog_rates/status/683834909... ... Maltese_dog 0.738449 True toy_poodle 0.102992 True Samoyed 2.324720e-02 True None
1391 683828599284170753 NaN NaN 2016-01-04 01:53:37 +0000 <a href="http://twitter.com/download/iphone" r... Breathtaking pupper here. Should be on the cov... NaN NaN NaN https://twitter.com/dog_rates/status/683828599... ... malamute 0.577376 True Siberian_husky 0.287131 True Eskimo_dog 1.175630e-01 True None
1396 683462770029932544 NaN NaN 2016-01-03 01:39:57 +0000 <a href="http://twitter.com/download/iphone" r... "Hello forest pupper I am house pupper welcome... NaN NaN NaN https://twitter.com/dog_rates/status/683462770... ... Italian_greyhound 0.399560 True whippet 0.267153 True German_short-haired_pointer 8.131910e-02 True None
1397 683449695444799489 NaN NaN 2016-01-03 00:47:59 +0000 <a href="http://twitter.com/download/iphone" r... I just want to be friends with this dog. Appea... NaN NaN NaN https://twitter.com/dog_rates/status/683449695... ... Lakeland_terrier 0.303512 True soft-coated_wheaten_terrier 0.211424 True golden_retriever 1.707250e-01 True None
1399 683357973142474752 NaN NaN 2016-01-02 18:43:31 +0000 <a href="http://twitter.com/download/iphone" r... "Have a seat, son. There are some things we ne... NaN NaN NaN https://twitter.com/dog_rates/status/683357973... ... Pembroke 0.406509 True Cardigan 0.154854 True Siberian_husky 1.363660e-01 True None
1402 683098815881154561 NaN NaN 2016-01-02 01:33:43 +0000 <a href="http://twitter.com/download/iphone" r... aahhhhkslaldhwnxmzbbs 12/10 for being da smoos... NaN NaN NaN https://twitter.com/dog_rates/status/683098815... ... golden_retriever 0.889848 True kuvasz 0.053008 True Labrador_retriever 3.788120e-02 True None
1403 683078886620553216 NaN NaN 2016-01-02 00:14:32 +0000 <a href="http://twitter.com/download/iphone" r... Here we see a nifty leaping pupper. Feet look ... NaN NaN NaN https://twitter.com/dog_rates/status/683078886... ... koala 0.141432 False Eskimo_dog 0.094044 True wallaby 8.523650e-02 False None
1406 682788441537560576 NaN NaN 2016-01-01 05:00:24 +0000 <a href="http://twitter.com/download/iphone" r... Happy New Year from your fav holiday squad! 🎉 ... NaN NaN NaN https://twitter.com/dog_rates/status/682788441... ... toyshop 0.375610 False orange 0.094538 False teddy 3.980820e-02 False None
1408 682697186228989953 NaN NaN 2015-12-31 22:57:47 +0000 <a href="http://twitter.com/download/iphone" r... NAAAAAAA ZAPENYAAAAA MABADI-CHIBAWAAA 12/10 ht... NaN NaN NaN https://twitter.com/dog_rates/status/682697186... ... bald_eagle 0.097232 False torch 0.096621 False cliff 9.038550e-02 False None
1409 682662431982772225 NaN NaN 2015-12-31 20:39:41 +0000 <a href="http://twitter.com/download/iphone" r... Meet Joey and Izzy. Joey only has one ear that... NaN NaN NaN https://twitter.com/dog_rates/status/682662431... ... beagle 0.413824 True Cardigan 0.263553 True basset 1.676180e-01 True None
1410 682638830361513985 NaN NaN 2015-12-31 19:05:54 +0000 <a href="http://twitter.com/download/iphone" r... I have no words. Just a magnificent pup. 12/10... NaN NaN NaN https://twitter.com/dog_rates/status/682638830... ... English_springer 0.440781 True Cardigan 0.411182 True Border_collie 2.241220e-02 True None
1411 682429480204398592 NaN NaN 2015-12-31 05:14:01 +0000 <a href="http://twitter.com/download/iphone" r... I know we joke around on here, but this is get... NaN NaN NaN https://twitter.com/dog_rates/status/682429480... ... whippet 0.594701 True Italian_greyhound 0.314091 True Mexican_hairless 3.777330e-02 True None
1421 682003177596559360 NaN NaN 2015-12-30 01:00:03 +0000 <a href="http://twitter.com/download/iphone" r... Unique dog here. Wrinkly as hell. Weird segmen... NaN NaN NaN https://twitter.com/dog_rates/status/682003177... ... triceratops 0.249872 False chimpanzee 0.060929 False mask 5.022100e-02 False None
1427 681610798867845120 NaN NaN 2015-12-28 23:00:52 +0000 <a href="http://twitter.com/download/iphone" r... *collapses* 12/10 https://t.co/C7M8mnzHIK NaN NaN NaN https://twitter.com/dog_rates/status/681610798... ... toy_poodle 0.821704 True miniature_poodle 0.116042 True Yorkshire_terrier 1.484720e-02 True None
1433 681297372102656000 NaN NaN 2015-12-28 02:15:26 +0000 <a href="http://twitter.com/download/iphone" r... This is actually a lion. We only rate dogs. Fo... NaN NaN NaN https://twitter.com/dog_rates/status/681297372... ... Lhasa 0.482401 True Shih-Tzu 0.113672 True Pomeranian 9.622860e-02 True None
1437 681231109724700672 NaN NaN 2015-12-27 21:52:07 +0000 <a href="http://twitter.com/download/iphone" r... I just love this pic. 11/10 this pupper is goi... NaN NaN NaN https://twitter.com/dog_rates/status/681231109... ... Irish_setter 0.406047 True cocker_spaniel 0.345646 True Airedale 1.479120e-01 True None
1439 680970795137544192 NaN NaN 2015-12-27 04:37:44 +0000 <a href="http://twitter.com/download/iphone" r... I thought I made this very clear. We only rate... NaN NaN NaN https://twitter.com/dog_rates/status/680970795... ... pug 0.713102 True whippet 0.057426 True quilt 5.601810e-02 False None
1451 680494726643068929 NaN NaN 2015-12-25 21:06:00 +0000 <a href="http://twitter.com/download/iphone" r... Here we have uncovered an entire battalion of ... NaN NaN NaN https://twitter.com/dog_rates/status/680494726... ... kuvasz 0.438627 True Samoyed 0.111622 True Great_Pyrenees 6.406080e-02 True None
1453 680440374763077632 NaN NaN 2015-12-25 17:30:01 +0000 <a href="http://twitter.com/download/iphone" r... Merry Christmas. My gift to you is this tiny u... NaN NaN NaN https://twitter.com/dog_rates/status/680440374... ... space_heater 0.920367 False radiator 0.049933 False electric_fan 6.719030e-03 False None
1455 680206703334408192 NaN NaN 2015-12-25 02:01:30 +0000 <a href="http://twitter.com/download/iphone" r... I hope everyone enjoys this picture as much as... NaN NaN NaN https://twitter.com/dog_rates/status/680206703... ... Christmas_stocking 0.149758 False cloak 0.128830 False teddy 1.091290e-01 False None
1456 680191257256136705 NaN NaN 2015-12-25 01:00:07 +0000 <a href="http://twitter.com/download/iphone" r... Here's a sleepy Christmas pupper 11/10 https:/... NaN NaN NaN https://twitter.com/dog_rates/status/680191257... ... Brittany_spaniel 0.733253 True Welsh_springer_spaniel 0.251634 True English_springer 9.243210e-03 True None
1457 680176173301628928 NaN NaN 2015-12-25 00:00:11 +0000 <a href="http://twitter.com/download/iphone" r... This pupper is patiently waiting to scare the ... NaN NaN NaN https://twitter.com/dog_rates/status/680176173... ... Christmas_stocking 0.207547 False mask 0.193880 False feather_boa 1.527380e-01 False None
1463 680085611152338944 NaN NaN 2015-12-24 18:00:19 +0000 <a href="https://about.twitter.com/products/tw... This is by far the most coordinated series of ... NaN NaN NaN https://twitter.com/dog_rates/status/680085611... ... pillow 0.778113 False apron 0.095023 False wallet 4.932580e-02 False None
1467 679862121895714818 NaN NaN 2015-12-24 03:12:15 +0000 <a href="http://twitter.com/download/iphone" r... "Dammit hooman I'm jus trynna lik the fler" 11... NaN NaN NaN https://twitter.com/dog_rates/status/679862121... ... EntleBucher 0.523206 True Greater_Swiss_Mountain_dog 0.431657 True Appenzeller 4.420790e-02 True None
1470 679828447187857408 NaN NaN 2015-12-24 00:58:27 +0000 <a href="http://twitter.com/download/iphone" r... Everybody look at this beautiful pupper 13/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/679828447... ... Chihuahua 0.346545 True dalmatian 0.166246 True toy_terrier 1.175020e-01 True None
1472 679736210798047232 NaN NaN 2015-12-23 18:51:56 +0000 <a href="http://twitter.com/download/iphone" r... This pup's name is Sabertooth (parents must be... NaN NaN NaN https://twitter.com/dog_rates/status/679736210... ... French_bulldog 0.319139 True Chihuahua 0.154088 True Cardigan 1.176880e-01 True None
1475 679530280114372609 NaN NaN 2015-12-23 05:13:38 +0000 <a href="http://twitter.com/download/iphone" r... Guys this really needs to stop. We've been ove... NaN NaN NaN https://twitter.com/dog_rates/status/679530280... ... dalmatian 0.750256 True jaguar 0.169007 False zebra 6.481490e-03 False None
1476 679527802031484928 NaN NaN 2015-12-23 05:03:47 +0000 <a href="http://twitter.com/download/iphone" r... This little pupper just arrived. 11/10 would s... NaN NaN NaN https://twitter.com/dog_rates/status/679527802... ... mailbox 0.336393 False cannon 0.158936 False cuirass 5.264710e-02 False None
1482 679148763231985668 NaN NaN 2015-12-22 03:57:37 +0000 <a href="http://twitter.com/download/iphone" r... I know everyone's excited for Christmas but th... NaN NaN NaN https://twitter.com/dog_rates/status/679148763... ... Italian_greyhound 0.302685 True hair_slide 0.124281 False Afghan_hound 5.984600e-02 True None
1484 679111216690831360 NaN NaN 2015-12-22 01:28:25 +0000 <a href="http://twitter.com/download/iphone" r... This is officially the greatest yawn of all ti... NaN NaN NaN https://twitter.com/dog_rates/status/679111216... ... kelpie 0.189423 True beagle 0.121988 True basset 1.211710e-01 True None
1486 679047485189439488 NaN NaN 2015-12-21 21:15:11 +0000 <a href="http://twitter.com/download/iphone" r... This dog doesn't know how to stairs. Quite tra... NaN NaN NaN https://twitter.com/dog_rates/status/679047485... ... panpipe 0.962572 False bannister 0.025248 False golden_retriever 2.930350e-03 True None
1487 678991772295516161 NaN NaN 2015-12-21 17:33:48 +0000 <a href="http://twitter.com/download/iphone" r... If your Monday isn't going so well just take a... NaN NaN NaN https://twitter.com/dog_rates/status/678991772... ... Eskimo_dog 0.330216 True Siberian_husky 0.187003 True Chihuahua 1.014200e-01 True None
1489 678800283649069056 NaN NaN 2015-12-21 04:52:53 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper with some mean tan lines. Snaz... NaN NaN NaN https://twitter.com/dog_rates/status/678800283... ... Labrador_retriever 0.213673 True beagle 0.146235 True Airedale 1.227010e-01 True None
1496 678675843183484930 NaN NaN 2015-12-20 20:38:24 +0000 <a href="http://twitter.com/download/iphone" r... Exotic pup here. Tail long af. Throat looks sw... NaN NaN NaN https://twitter.com/dog_rates/status/678675843... ... maze 0.339850 False streetcar 0.099688 False sundial 8.480770e-02 False None
1498 678446151570427904 NaN NaN 2015-12-20 05:25:42 +0000 <a href="http://twitter.com/download/iphone" r... Touching scene here. Really stirs up the emoti... NaN NaN NaN https://twitter.com/dog_rates/status/678446151... ... Staffordshire_bullterrier 0.284492 True Rottweiler 0.189434 True American_Staffordshire_terrier 1.894300e-01 True None
1501 678399652199309312 NaN NaN 2015-12-20 02:20:55 +0000 <a href="http://twitter.com/download/iphone" r... This made my day. 12/10 please enjoy https://t... NaN NaN NaN https://twitter.com/dog_rates/status/678399652... ... swing 0.929196 False Bedlington_terrier 0.015047 True Great_Pyrenees 1.403890e-02 True None
1502 678396796259975168 NaN NaN 2015-12-20 02:09:34 +0000 <a href="http://twitter.com/download/iphone" r... These little fellas have opposite facial expre... NaN NaN NaN https://twitter.com/dog_rates/status/678396796... ... Pembroke 0.956180 True Cardigan 0.031803 True Chihuahua 6.276500e-03 True None
1505 678341075375947776 NaN NaN 2015-12-19 22:28:09 +0000 <a href="http://twitter.com/download/iphone" r... This pupper likes tape. 12/10 https://t.co/cSp... NaN NaN NaN https://twitter.com/dog_rates/status/678341075... ... golden_retriever 0.853284 True cocker_spaniel 0.026230 True Labrador_retriever 2.412280e-02 True None
1507 678278586130948096 NaN NaN 2015-12-19 18:19:51 +0000 <a href="http://twitter.com/download/iphone" r... Another spooky pupper here. Most definitely fl... NaN NaN NaN https://twitter.com/dog_rates/status/678278586... ... Maltese_dog 0.897841 True Lhasa 0.035717 True Tibetan_terrier 1.710750e-02 True None
1510 677918531514703872 NaN NaN 2015-12-18 18:29:07 +0000 <a href="http://twitter.com/download/iphone" r... "Everything looks pretty good in there. Make s... NaN NaN NaN https://twitter.com/dog_rates/status/677918531... ... Eskimo_dog 0.199347 True dalmatian 0.153225 True American_Staffordshire_terrier 1.077980e-01 True None
1511 677895101218201600 NaN NaN 2015-12-18 16:56:01 +0000 <a href="http://twitter.com/download/iphone" r... Guys this was terrifying. Really spooked me up... NaN NaN NaN https://twitter.com/dog_rates/status/677895101... ... dalmatian 0.550702 True kuvasz 0.060226 True Great_Pyrenees 5.863100e-02 True None
1512 677716515794329600 NaN NaN 2015-12-18 05:06:23 +0000 <a href="http://twitter.com/download/iphone" r... IT'S PUPPERGEDDON. Total of 144/120 ...I think... NaN NaN NaN https://twitter.com/dog_rates/status/677716515... ... teddy 0.662908 False crib 0.031891 False chow 2.543780e-02 True None
1516 677673981332312066 NaN NaN 2015-12-18 02:17:22 +0000 <a href="http://twitter.com/download/iphone" r... Endangered triangular pup here. Could be a wiz... NaN NaN NaN https://twitter.com/dog_rates/status/677673981... ... Maltese_dog 0.817908 True Angora 0.077805 False Pomeranian 2.218420e-02 True None
1517 677662372920729601 NaN NaN 2015-12-18 01:31:14 +0000 <a href="http://twitter.com/download/iphone" r... In honor of the new Star Wars movie. Here's Yo... NaN NaN NaN https://twitter.com/dog_rates/status/677662372... ... cowboy_hat 0.256110 False trench_coat 0.127086 False cloak 7.143890e-02 False None
1518 677644091929329666 NaN NaN 2015-12-18 00:18:36 +0000 <a href="http://twitter.com/download/iphone" r... This is a dog swinging. I really enjoyed it so... NaN NaN NaN https://twitter.com/dog_rates/status/677644091... ... Chihuahua 0.626236 True Italian_greyhound 0.128483 True swing 5.984040e-02 False None
1520 677565715327688705 NaN NaN 2015-12-17 19:07:09 +0000 <a href="http://twitter.com/download/iphone" r... Contortionist pup here. Inside pentagram. Clea... NaN NaN NaN https://twitter.com/dog_rates/status/677565715... ... basset 0.397295 True Welsh_springer_spaniel 0.199554 True purse 1.056410e-01 False None
1521 677557565589463040 NaN NaN 2015-12-17 18:34:46 +0000 <a href="http://twitter.com/download/iphone" r... Reckless pupper here. Not even looking at road... NaN NaN NaN https://twitter.com/dog_rates/status/677557565... ... seat_belt 0.277257 False Shih-Tzu 0.249017 True Pekinese 2.092130e-01 True None
1522 677547928504967168 NaN NaN 2015-12-17 17:56:29 +0000 <a href="http://twitter.com/download/iphone" r... Not much to say here. I just think everyone ne... NaN NaN NaN https://twitter.com/dog_rates/status/677547928... ... American_Staffordshire_terrier 0.914978 True Staffordshire_bullterrier 0.084395 True boxer 4.616630e-04 True None
1524 677334615166730240 NaN NaN 2015-12-17 03:48:51 +0000 <a href="http://twitter.com/download/iphone" r... This dog gave up mid jump. 9/10 https://t.co/K... NaN NaN NaN https://twitter.com/dog_rates/status/677334615... ... Lakeland_terrier 0.859392 True Airedale 0.067292 True Irish_water_spaniel 4.953060e-02 True None
1527 677314812125323265 NaN NaN 2015-12-17 02:30:09 +0000 <a href="http://twitter.com/download/iphone" r... Meet Tassy &amp; Bee. Tassy is pretty chill, b... NaN NaN NaN https://twitter.com/dog_rates/status/677314812... ... Blenheim_spaniel 0.924127 True Japanese_spaniel 0.054790 True Chihuahua 8.204040e-03 True None
1529 677269281705472000 NaN NaN 2015-12-16 23:29:14 +0000 <a href="http://twitter.com/download/iphone" r... This is the happiest pupper I've ever seen. 10... NaN NaN NaN https://twitter.com/dog_rates/status/677269281... ... Shetland_sheepdog 0.656616 True collie 0.195405 True German_shepherd 1.310320e-02 True None
1531 677187300187611136 NaN NaN 2015-12-16 18:03:28 +0000 <a href="http://twitter.com/download/iphone" r... Here we see a Byzantine Rigatoni. Very aerodyn... NaN NaN NaN https://twitter.com/dog_rates/status/677187300... ... English_setter 0.282396 True Shih-Tzu 0.084112 True Old_English_sheepdog 5.953800e-02 True None
1533 676957860086095872 NaN NaN 2015-12-16 02:51:45 +0000 <a href="http://twitter.com/download/iphone" r... 10/10 I'd follow this dog into battle no quest... NaN NaN NaN https://twitter.com/dog_rates/status/676957860... ... Labrador_retriever 0.772423 True beagle 0.055902 True golden_retriever 3.115190e-02 True None
1536 676946864479084545 NaN NaN 2015-12-16 02:08:04 +0000 <a href="http://twitter.com/download/iphone" r... This pups goal was to get all four feet as clo... NaN NaN NaN https://twitter.com/dog_rates/status/676946864... ... Pekinese 0.752707 True golden_retriever 0.055655 True Great_Pyrenees 4.101780e-02 True None
1537 676942428000112642 NaN NaN 2015-12-16 01:50:26 +0000 <a href="http://twitter.com/download/iphone" r... Who leaves the last cupcake just sitting there... NaN NaN NaN https://twitter.com/dog_rates/status/676942428... ... black-footed_ferret 0.707199 False polecat 0.154630 False weasel 9.762550e-02 False None
1538 676936541936185344 NaN NaN 2015-12-16 01:27:03 +0000 <a href="http://twitter.com/download/iphone" r... Here we see a rare pouched pupper. Ample stora... NaN NaN NaN https://twitter.com/dog_rates/status/676936541... ... Chesapeake_Bay_retriever 0.545286 True Norwegian_elkhound 0.081482 True space_heater 4.739110e-02 False None
1539 676897532954456065 NaN NaN 2015-12-15 22:52:02 +0000 <a href="http://twitter.com/download/iphone" r... Exotic handheld dog here. Appears unathletic. ... NaN NaN NaN https://twitter.com/dog_rates/status/676897532... ... hamster 0.628255 False guinea_pig 0.318646 False macaque 1.305820e-02 False None
1541 676821958043033607 NaN NaN 2015-12-15 17:51:44 +0000 <a href="http://twitter.com/download/iphone" r... Finally some constructive political change in ... NaN NaN NaN https://twitter.com/dog_rates/status/676821958... ... Great_Pyrenees 0.869804 True kuvasz 0.079814 True standard_poodle 1.326300e-02 True None
1542 676819651066732545 NaN NaN 2015-12-15 17:42:34 +0000 <a href="http://twitter.com/download/iphone" r... Watch out Airbud. This pupper is also good at ... NaN NaN NaN https://twitter.com/dog_rates/status/676819651... ... rain_barrel 0.625555 False barrel 0.138383 False Labrador_retriever 3.946460e-02 True None
1543 676811746707918848 NaN NaN 2015-12-15 17:11:09 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Penny &amp; Gizmo. They are pract... NaN NaN NaN https://twitter.com/dog_rates/status/676811746... ... Chihuahua 0.440916 True Pomeranian 0.345806 True cocker_spaniel 6.033120e-02 True None
1544 676776431406465024 NaN NaN 2015-12-15 14:50:49 +0000 <a href="http://twitter.com/download/iphone" r... When someone yells "cops!" at a party and you ... NaN NaN NaN https://twitter.com/dog_rates/status/676776431... ... doormat 0.201346 False dishwasher 0.191749 False microwave 3.811000e-02 False None
1545 676617503762681856 NaN NaN 2015-12-15 04:19:18 +0000 <a href="http://twitter.com/download/iphone" r... I promise this wasn't meant to be a cuteness o... NaN NaN NaN https://twitter.com/dog_rates/status/676617503... ... Chihuahua 0.841084 True Pomeranian 0.120530 True Pekinese 6.600340e-03 True None
1546 676613908052996102 NaN NaN 2015-12-15 04:05:01 +0000 <a href="http://twitter.com/download/iphone" r... This is the saddest/sweetest/best picture I've... NaN NaN NaN https://twitter.com/dog_rates/status/676613908... ... book_jacket 0.493790 False Doberman 0.096423 True miniature_pinscher 7.064670e-02 True None
1547 676606785097199616 NaN NaN 2015-12-15 03:36:42 +0000 <a href="http://twitter.com/download/iphone" r... *screeches for a sec and then faints* 12/10 ht... NaN NaN NaN https://twitter.com/dog_rates/status/676606785... ... Loafer 0.202999 False doormat 0.200411 False malinois 1.423000e-01 True None
1551 676575501977128964 NaN NaN 2015-12-15 01:32:24 +0000 <a href="http://twitter.com/download/iphone" r... This pupper is very passionate about Christmas... NaN NaN NaN https://twitter.com/dog_rates/status/676575501... ... feather_boa 0.424106 False Yorkshire_terrier 0.073144 True Shetland_sheepdog 5.759760e-02 True None
1552 676533798876651520 NaN NaN 2015-12-14 22:46:41 +0000 <a href="http://twitter.com/download/iphone" r... ITSOFLUFFAYYYYY 12/10 https://t.co/bfw13CnuuZ NaN NaN NaN https://twitter.com/dog_rates/status/676533798... ... chow 0.265274 True ice_bear 0.167614 False fur_coat 1.175060e-01 False None
1554 676470639084101634 NaN NaN 2015-12-14 18:35:43 +0000 <a href="http://twitter.com/download/iphone" r... Three generations of pupper. 11/10 for all htt... NaN NaN NaN https://twitter.com/dog_rates/status/676470639... ... golden_retriever 0.790386 True borzoi 0.022885 True dingo 1.534340e-02 False None
1555 676440007570247681 NaN NaN 2015-12-14 16:34:00 +0000 <a href="http://twitter.com/download/iphone" r... Hope your Monday isn't too awful. Here's two b... NaN NaN NaN https://twitter.com/dog_rates/status/676440007... ... Maltese_dog 0.579472 True toy_poodle 0.133446 True Shih-Tzu 9.439660e-02 True None
1561 676191832485810177 NaN NaN 2015-12-14 00:07:50 +0000 <a href="http://twitter.com/download/iphone" r... These two pups just met and have instantly bon... NaN NaN NaN https://twitter.com/dog_rates/status/676191832... ... Chihuahua 0.376741 True Italian_greyhound 0.173114 True muzzle 7.148510e-02 False None
1564 676098748976615425 NaN NaN 2015-12-13 17:57:57 +0000 <a href="http://twitter.com/download/iphone" r... Extremely rare pup here. Very religious. Alway... NaN NaN NaN https://twitter.com/dog_rates/status/676098748... ... walking_stick 0.162179 False sandal 0.129086 False purse 8.141190e-02 False None
1565 676089483918516224 NaN NaN 2015-12-13 17:21:08 +0000 <a href="http://twitter.com/download/iphone" r... "Yes hello I'ma just snag this here toasted ba... NaN NaN NaN https://twitter.com/dog_rates/status/676089483... ... bull_mastiff 0.743808 True boxer 0.106697 True American_Staffordshire_terrier 4.233530e-02 True None
1566 675898130735476737 NaN NaN 2015-12-13 04:40:46 +0000 <a href="http://twitter.com/download/iphone" r... I'm sure you've all seen this pupper. Not prep... NaN NaN NaN https://twitter.com/dog_rates/status/675898130... ... Labrador_retriever 0.407430 True malinois 0.077037 True pug 7.459730e-02 True None
1569 675878199931371520 NaN NaN 2015-12-13 03:21:34 +0000 <a href="http://twitter.com/download/iphone" r... Ok, I'll admit this is a pretty adorable bunny... NaN NaN NaN https://twitter.com/dog_rates/status/675878199... ... wood_rabbit 0.785756 False hare 0.118181 False Cardigan 4.362710e-02 True None
1570 675870721063669760 6.757073e+17 4.196984e+09 2015-12-13 02:51:51 +0000 <a href="http://twitter.com/download/iphone" r... &amp; this is Yoshi. Another world record cont... NaN NaN NaN https://twitter.com/dog_rates/status/675870721... ... golden_retriever 0.263892 True Welsh_springer_spaniel 0.184193 True beagle 1.822410e-01 True None
1571 675853064436391936 NaN NaN 2015-12-13 01:41:41 +0000 <a href="http://twitter.com/download/iphone" r... Here we have an entire platoon of puppers. Tot... NaN NaN NaN https://twitter.com/dog_rates/status/675853064... ... Labrador_retriever 0.868367 True golden_retriever 0.043305 True vizsla 2.820720e-02 True None
1573 675822767435051008 NaN NaN 2015-12-12 23:41:18 +0000 <a href="http://twitter.com/download/iphone" r... 🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10s ht... NaN NaN NaN https://twitter.com/dog_rates/status/675822767... ... Pomeranian 0.460710 True chow 0.202765 True Pekinese 1.332660e-01 True None
1574 675820929667219457 NaN NaN 2015-12-12 23:34:00 +0000 <a href="http://twitter.com/download/iphone" r... Here's a handful of sleepy puppers. All look u... NaN NaN NaN https://twitter.com/dog_rates/status/675820929... ... basset 0.556373 True beagle 0.201675 True bloodhound 1.108480e-01 True None
1577 675740360753160193 NaN NaN 2015-12-12 18:13:51 +0000 <a href="http://twitter.com/download/iphone" r... Here's a pupper licking in slow motion. 12/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/675740360... ... golden_retriever 0.800495 True kuvasz 0.097756 True Saluki 6.841460e-02 True None
1579 675707330206547968 6.754971e+17 4.196984e+09 2015-12-12 16:02:36 +0000 <a href="http://twitter.com/download/iphone" r... We've got ourselves a battle here. Watch out R... NaN NaN NaN https://twitter.com/dog_rates/status/675707330... ... bath_towel 0.721933 False Staffordshire_bullterrier 0.059344 True bagel 3.570160e-02 False None
1580 675706639471788032 NaN NaN 2015-12-12 15:59:51 +0000 <a href="http://twitter.com/download/iphone" r... This is a Sizzlin Menorah spaniel from Brookly... NaN NaN NaN https://twitter.com/dog_rates/status/675706639... ... English_springer 0.990300 True Welsh_springer_spaniel 0.002080 True cocker_spaniel 2.013780e-03 True None
1581 675534494439489536 NaN NaN 2015-12-12 04:35:48 +0000 <a href="http://twitter.com/download/iphone" r... Seriously guys?! Only send in dogs. I only rat... NaN NaN NaN https://twitter.com/dog_rates/status/675534494... ... chow 0.749368 True schipperke 0.133738 True Newfoundland 4.991380e-02 True None
1582 675531475945709568 NaN NaN 2015-12-12 04:23:49 +0000 <a href="http://twitter.com/download/iphone" r... This is Ellie AKA Queen Slayer of the Orbs. Ve... NaN NaN NaN https://twitter.com/dog_rates/status/675531475... ... Pembroke 0.918441 True Cardigan 0.027339 True Siberian_husky 2.022100e-02 True None
1584 675517828909424640 NaN NaN 2015-12-12 03:29:35 +0000 <a href="http://twitter.com/download/iphone" r... 12/10 stay woke https://t.co/XDiQw4Akiw NaN NaN NaN https://twitter.com/dog_rates/status/675517828... ... Scottish_deerhound 0.240591 True groenendael 0.156916 True flat-coated_retriever 9.089940e-02 True None
1587 675489971617296384 NaN NaN 2015-12-12 01:38:53 +0000 <a href="http://twitter.com/download/iphone" r... RT until we find this dog. Clearly a cool dog ... NaN NaN NaN https://twitter.com/dog_rates/status/675489971... ... West_Highland_white_terrier 0.139613 True seat_belt 0.118647 False Old_English_sheepdog 9.395220e-02 True None
1588 675483430902214656 NaN NaN 2015-12-12 01:12:54 +0000 <a href="http://twitter.com/download/iphone" r... Rare shielded battle dog here. Very happy abou... NaN NaN NaN https://twitter.com/dog_rates/status/675483430... ... box_turtle 0.543706 False terrapin 0.202600 False loggerhead 7.112150e-02 False None
1589 675432746517426176 NaN NaN 2015-12-11 21:51:30 +0000 <a href="http://twitter.com/download/iphone" r... Happy Friday. Here's some golden puppers. 12/1... NaN NaN NaN https://twitter.com/dog_rates/status/675432746... ... Labrador_retriever 0.986548 True golden_retriever 0.008862 True Chihuahua 6.935280e-04 True None
1590 675372240448454658 NaN NaN 2015-12-11 17:51:04 +0000 <a href="http://twitter.com/download/iphone" r... The tail alone is 13/10. Great dog, better own... NaN NaN NaN https://twitter.com/dog_rates/status/675372240... ... Chihuahua 0.416385 True West_Highland_white_terrier 0.102933 True Samoyed 8.729950e-02 True None
1592 675354435921575936 NaN NaN 2015-12-11 16:40:19 +0000 <a href="http://twitter.com" rel="nofollow">Tw... Everyone needs to watch this. 13/10 https://t.... NaN NaN NaN https://twitter.com/dog_rates/status/675354435... ... upright 0.303415 False golden_retriever 0.181351 True Brittany_spaniel 1.620840e-01 True None
1593 675349384339542016 6.749998e+17 4.196984e+09 2015-12-11 16:20:15 +0000 <a href="http://twitter.com/download/iphone" r... Yea I lied. Here's more. All 13/10 https://t.c... NaN NaN NaN https://twitter.com/dog_rates/status/675349384... ... borzoi 0.866367 True Saluki 0.122079 True Irish_wolfhound 4.019720e-03 True None
1594 675334060156301312 NaN NaN 2015-12-11 15:19:21 +0000 <a href="http://twitter.com/download/iphone" r... Good morning here's a grass pupper. 12/10 http... NaN NaN NaN https://twitter.com/dog_rates/status/675334060... ... Pembroke 0.773135 True Cardigan 0.116810 True chow 3.903620e-02 True None
1596 675153376133427200 NaN NaN 2015-12-11 03:21:23 +0000 <a href="http://twitter.com/download/iphone" r... What kind of person sends in a picture without... NaN NaN NaN https://twitter.com/dog_rates/status/675153376... ... paper_towel 0.327957 False mailbox 0.096027 False seat_belt 3.499510e-02 False None
1597 675149409102012420 NaN NaN 2015-12-11 03:05:37 +0000 <a href="http://twitter.com/download/iphone" r... holy shit 12/10 https://t.co/p6O8X93bTQ NaN NaN NaN https://twitter.com/dog_rates/status/675149409... ... chow 0.999876 True Tibetan_mastiff 0.000059 True Tibetan_terrier 2.877850e-05 True None
1600 675145476954566656 NaN NaN 2015-12-11 02:49:59 +0000 <a href="http://twitter.com/download/iphone" r... What an honor. 3 dogs here. Blond one is clear... NaN NaN NaN https://twitter.com/dog_rates/status/675145476... ... Labrador_retriever 0.458746 True Great_Dane 0.235504 True Staffordshire_bullterrier 1.168640e-01 True None
1604 675109292475830276 NaN NaN 2015-12-11 00:26:12 +0000 <a href="http://twitter.com/download/iphone" r... C'mon guys. We've been over this. We only rate... NaN NaN NaN https://twitter.com/dog_rates/status/675109292... ... dalmatian 0.989519 True English_setter 0.005258 True German_short-haired_pointer 1.442830e-03 True None
1605 675047298674663426 NaN NaN 2015-12-10 20:19:52 +0000 <a href="http://twitter.com/download/iphone" r... This is a fluffy albino Bacardi Columbia mix. ... NaN NaN NaN https://twitter.com/dog_rates/status/675047298... ... Samoyed 0.978007 True chow 0.007121 True Pomeranian 6.397830e-03 True None
1609 674999807681908736 6.747934e+17 4.196984e+09 2015-12-10 17:11:09 +0000 <a href="http://twitter.com/download/iphone" r... Ok last one of these. I may try to make some m... NaN NaN NaN https://twitter.com/dog_rates/status/674999807... ... Rottweiler 0.591829 True Doberman 0.204544 True black-and-tan_coonhound 7.860190e-02 True None
1610 674805413498527744 NaN NaN 2015-12-10 04:18:42 +0000 <a href="http://twitter.com/download/iphone" r... When your entire life is crumbling before you ... NaN NaN NaN https://twitter.com/dog_rates/status/674805413... ... English_springer 0.594467 True cocker_spaniel 0.389994 True Welsh_springer_spaniel 7.096110e-03 True None
1612 674793399141146624 6.717299e+17 4.196984e+09 2015-12-10 03:30:58 +0000 <a href="http://twitter.com/download/iphone" r... I have found another. 13/10 https://t.co/HwroP... NaN NaN NaN https://twitter.com/dog_rates/status/674793399... ... giant_schnauzer 0.119693 True Afghan_hound 0.072763 True miniature_schnauzer 6.378590e-02 True None
1613 674790488185167872 NaN NaN 2015-12-10 03:19:24 +0000 <a href="http://twitter.com/download/iphone" r... ER... MER... GERD 13/10 https://t.co/L1puJISV1a NaN NaN NaN https://twitter.com/dog_rates/status/674790488... ... Labrador_retriever 0.801903 True Chesapeake_Bay_retriever 0.193575 True Rottweiler 1.193050e-03 True None
1615 674781762103414784 NaN NaN 2015-12-10 02:44:43 +0000 <a href="http://twitter.com/download/iphone" r... Bedazzled pup here. Fashionable af. Super yell... NaN NaN NaN https://twitter.com/dog_rates/status/674781762... ... ocarina 0.148975 False hamster 0.068985 False wool 3.172850e-02 False None
1618 674764817387900928 NaN NaN 2015-12-10 01:37:23 +0000 <a href="http://twitter.com/download/iphone" r... These two pups are masters of camouflage. Very... NaN NaN NaN https://twitter.com/dog_rates/status/674764817... ... Samoyed 0.634695 True Arctic_fox 0.309853 False kuvasz 1.964100e-02 True None
1619 674754018082705410 6.747522e+17 4.196984e+09 2015-12-10 00:54:28 +0000 <a href="http://twitter.com/download/iphone" r... Just received another perfect photo of dogs an... NaN NaN NaN https://twitter.com/dog_rates/status/674754018... ... seashore 0.352321 False promontory 0.131753 False wreck 9.559670e-02 False None
1620 674752233200820224 NaN NaN 2015-12-10 00:47:23 +0000 <a href="http://twitter.com/download/iphone" r... Everyone please just appreciate how perfect th... NaN NaN NaN https://twitter.com/dog_rates/status/674752233... ... vizsla 0.665516 True redbone 0.173366 True basset 1.347830e-01 True None
1622 674739953134403584 NaN NaN 2015-12-09 23:58:35 +0000 <a href="http://twitter.com/download/iphone" r... "🎶 DO YOU BELIEVE IN LIFE AFTER LOVE 🎶"\n11/10... NaN NaN NaN https://twitter.com/dog_rates/status/674739953... ... Dandie_Dinmont 0.175915 True black-footed_ferret 0.096534 False toy_poodle 6.414470e-02 True None
1627 674646392044941312 NaN NaN 2015-12-09 17:46:48 +0000 <a href="http://twitter.com/download/iphone" r... Two gorgeous dogs here. Little waddling dog is... NaN NaN NaN https://twitter.com/dog_rates/status/674646392... ... flat-coated_retriever 0.837448 True groenendael 0.086166 True Labrador_retriever 1.605220e-02 True None
1628 674644256330530816 NaN NaN 2015-12-09 17:38:19 +0000 <a href="http://twitter.com/download/iphone" r... When you see sophomores in high school driving... NaN NaN NaN https://twitter.com/dog_rates/status/674644256... ... soccer_ball 0.398102 False basset 0.335692 True cocker_spaniel 7.294080e-02 True None
1629 674638615994089473 NaN NaN 2015-12-09 17:15:54 +0000 <a href="http://twitter.com/download/iphone" r... This pupper is fed up with being tickled. 12/1... NaN NaN NaN https://twitter.com/dog_rates/status/674638615... ... Pomeranian 0.846986 True chow 0.142014 True keeshond 2.605040e-03 True None
1630 674632714662858753 NaN NaN 2015-12-09 16:52:27 +0000 <a href="http://twitter.com/download/iphone" r... Rare submerged pup here. Holds breath for a lo... NaN NaN NaN https://twitter.com/dog_rates/status/674632714... ... jellyfish 0.432748 False goldfish 0.113111 False coral_reef 8.704720e-02 False None
1632 674447403907457024 NaN NaN 2015-12-09 04:36:06 +0000 <a href="http://twitter.com/download/iphone" r... This pupper just wants a belly rub. This puppe... NaN NaN NaN https://twitter.com/dog_rates/status/674447403... ... Brabancon_griffon 0.409909 True malinois 0.244649 True bull_mastiff 7.481950e-02 True None
1641 674271431610523648 NaN NaN 2015-12-08 16:56:51 +0000 <a href="http://twitter.com/download/iphone" r... "AT DAWN, WE RIDE"\n10/10 for both dogs https:... NaN NaN NaN https://twitter.com/dog_rates/status/674271431... ... German_shepherd 0.991454 True malinois 0.004150 True bloodhound 3.019130e-03 True None
1651 674045139690631169 NaN NaN 2015-12-08 01:57:39 +0000 <a href="http://twitter.com/download/iphone" r... Herd of wild dogs here. Not sure what they're ... NaN NaN NaN https://twitter.com/dog_rates/status/674045139... ... robin 0.369661 False rhinoceros_beetle 0.110607 False European_fire_salamander 4.317820e-02 False None
1652 674042553264685056 NaN NaN 2015-12-08 01:47:22 +0000 <a href="http://twitter.com/download/iphone" r... Yea I can't handle the cuteness anymore. Curls... NaN NaN NaN https://twitter.com/dog_rates/status/674042553... ... toy_poodle 0.927975 True miniature_poodle 0.068946 True standard_poodle 1.315750e-03 True None
1655 674024893172875264 NaN NaN 2015-12-08 00:37:11 +0000 <a href="http://twitter.com/download/iphone" r... When you realize it doesn't matter how hard yo... NaN NaN NaN https://twitter.com/dog_rates/status/674024893... ... Pomeranian 0.648500 True Pekinese 0.339835 True Persian_cat 6.448460e-03 False None
1659 673956914389192708 NaN NaN 2015-12-07 20:07:04 +0000 <a href="http://twitter.com/download/iphone" r... This is one esteemed pupper. Just graduated co... NaN NaN NaN https://twitter.com/dog_rates/status/673956914... ... pug 0.586161 True Brabancon_griffon 0.082744 True Chihuahua 4.587770e-02 True None
1661 673906403526995968 NaN NaN 2015-12-07 16:46:21 +0000 <a href="http://twitter.com/download/iphone" r... Guys I'm getting real tired of this. We only r... NaN NaN NaN https://twitter.com/dog_rates/status/673906403... ... toilet_seat 0.683319 False soft-coated_wheaten_terrier 0.048928 True Siberian_husky 3.038600e-02 True None
1662 673887867907739649 NaN NaN 2015-12-07 15:32:42 +0000 <a href="http://twitter.com/download/iphone" r... When you're having a great time sleeping and y... NaN NaN NaN https://twitter.com/dog_rates/status/673887867... ... Brabancon_griffon 0.216767 True Chihuahua 0.190958 True golden_retriever 1.632880e-01 True None
1663 673715861853720576 NaN NaN 2015-12-07 04:09:13 +0000 <a href="http://twitter.com/download/iphone" r... This is a heavily opinionated dog. Loves walls... NaN NaN NaN https://twitter.com/dog_rates/status/673715861... ... suit 0.404115 False bow_tie 0.294683 False Windsor_tie 1.327010e-01 False None
1664 673711475735838725 NaN NaN 2015-12-07 03:51:47 +0000 <a href="http://twitter.com/download/iphone" r... 🎶 HELLO FROM THE OTHER SIIIIIIIIDE 🎶 10/10 htt... NaN NaN NaN https://twitter.com/dog_rates/status/673711475... ... Maltese_dog 0.607401 True toy_poodle 0.143836 True Sealyham_terrier 6.390700e-02 True None
1665 673709992831262724 NaN NaN 2015-12-07 03:45:53 +0000 <a href="http://twitter.com/download/iphone" r... I know a lot of you are studying for finals. G... NaN NaN NaN https://twitter.com/dog_rates/status/673709992... ... Chihuahua 0.330171 True Siamese_cat 0.181580 False kelpie 1.782270e-01 True None
1669 673700254269775872 NaN NaN 2015-12-07 03:07:12 +0000 <a href="http://twitter.com/download/iphone" r... Large blue dog here. Cool shades. Flipping us ... NaN NaN NaN https://twitter.com/dog_rates/status/673700254... ... water_bottle 0.614536 False ashcan 0.050911 False bucket 3.743190e-02 False None
1671 673689733134946305 NaN NaN 2015-12-07 02:25:23 +0000 <a href="http://twitter.com/download/iphone" r... When you're having a blast and remember tomorr... NaN NaN NaN https://twitter.com/dog_rates/status/673689733... ... Chesapeake_Bay_retriever 0.382220 True American_Staffordshire_terrier 0.350140 True seat_belt 9.887390e-02 False None
1674 673680198160809984 NaN NaN 2015-12-07 01:47:30 +0000 <a href="http://twitter.com/download/iphone" r... This is Shnuggles. I would kill for Shnuggles.... NaN NaN NaN https://twitter.com/dog_rates/status/673680198... ... Samoyed 0.989853 True Arctic_fox 0.003344 False chow 2.801720e-03 True None
1675 673662677122719744 NaN NaN 2015-12-07 00:37:52 +0000 <a href="http://twitter.com/download/iphone" r... This is Kendall. 12/10 would cuddle the hell o... NaN NaN NaN https://twitter.com/dog_rates/status/673662677... ... Labrador_retriever 0.957670 True beagle 0.012413 True golden_retriever 5.689130e-03 True None
1677 673636718965334016 NaN NaN 2015-12-06 22:54:44 +0000 <a href="http://twitter.com/download/iphone" r... This is a Lofted Aphrodisiac Terrier named Kip... NaN NaN NaN https://twitter.com/dog_rates/status/673636718... ... wombat 0.880257 False corn 0.019421 False pug 1.904430e-02 True None
1680 673580926094458881 NaN NaN 2015-12-06 19:13:01 +0000 <a href="http://twitter.com/download/iphone" r... When you ask your professor about extra credit... NaN NaN NaN https://twitter.com/dog_rates/status/673580926... ... beagle 0.985062 True basset 0.006418 True Walker_hound 3.532590e-03 True None
1681 673576835670777856 NaN NaN 2015-12-06 18:56:46 +0000 <a href="http://twitter.com/download/iphone" r... Sun burnt dog here. Quite large. Wants to prom... NaN NaN NaN https://twitter.com/dog_rates/status/673576835... ... teddy 0.255210 False Christmas_stocking 0.098285 False pajama 7.273510e-02 False None
1685 673352124999274496 NaN NaN 2015-12-06 04:03:51 +0000 <a href="http://twitter.com/download/iphone" r... *lets out a tiny screech and then goes into co... NaN NaN NaN https://twitter.com/dog_rates/status/673352124... ... golden_retriever 0.672808 True Labrador_retriever 0.275885 True kuvasz 2.225500e-02 True None
1688 673343217010679808 NaN NaN 2015-12-06 03:28:27 +0000 <a href="http://twitter.com/download/iphone" r... IT'S SO SMALL ERMERGERF 11/10 https://t.co/dNU... NaN NaN NaN https://twitter.com/dog_rates/status/673343217... ... Chihuahua 0.541408 True Italian_greyhound 0.156891 True miniature_pinscher 6.955580e-02 True None
1691 673317986296586240 NaN NaN 2015-12-06 01:48:12 +0000 <a href="http://twitter.com/download/iphone" r... Take a moment and appreciate how these two dog... NaN NaN NaN https://twitter.com/dog_rates/status/673317986... ... miniature_pinscher 0.384099 True bloodhound 0.079923 True Rottweiler 6.859410e-02 True None
1694 673240798075449344 NaN NaN 2015-12-05 20:41:29 +0000 <a href="http://twitter.com/download/iphone" r... Magical floating dog here. Very calm. Always h... NaN NaN NaN https://twitter.com/dog_rates/status/673240798... ... Airedale 0.443004 True brown_bear 0.114162 False Chesapeake_Bay_retriever 9.463860e-02 True None
1701 672980819271634944 NaN NaN 2015-12-05 03:28:25 +0000 <a href="http://twitter.com/download/iphone" r... Extraordinary dog here. Looks large. Just a he... NaN NaN NaN https://twitter.com/dog_rates/status/672980819... ... car_mirror 0.232754 False basset 0.219461 True beagle 1.123970e-01 True None
1707 672898206762672129 NaN NaN 2015-12-04 22:00:08 +0000 <a href="http://twitter.com/download/iphone" r... This is Cheryl AKA Queen Pupper of the Skies. ... NaN NaN NaN https://twitter.com/dog_rates/status/672898206... ... motor_scooter 0.835819 False bobsled 0.035856 False moped 3.307900e-02 False None
1708 672884426393653248 NaN NaN 2015-12-04 21:05:23 +0000 <a href="http://twitter.com/download/iphone" r... Marvelous dog here. Rad ears. Not very soft. L... NaN NaN NaN https://twitter.com/dog_rates/status/672884426... ... tusker 0.122410 False warthog 0.119870 False water_buffalo 1.058560e-01 False None
1713 672622327801233409 NaN NaN 2015-12-04 03:43:54 +0000 <a href="http://twitter.com/download/iphone" r... This lil pupper is sad because we haven't foun... NaN NaN NaN https://twitter.com/dog_rates/status/672622327... ... golden_retriever 0.952773 True Labrador_retriever 0.010835 True clumber 8.786010e-03 True None
1714 672614745925664768 NaN NaN 2015-12-04 03:13:46 +0000 <a href="http://twitter.com/download/iphone" r... This is Norman. Doesn't bark much. Very docile... NaN NaN NaN https://twitter.com/dog_rates/status/672614745... ... starfish 0.712717 False goldfish 0.258865 False sea_cucumber 2.015430e-03 False None
1715 672609152938721280 NaN NaN 2015-12-04 02:51:33 +0000 <a href="http://twitter.com/download/iphone" r... This is Caryl. Likes to get in the microwave. ... NaN NaN NaN https://twitter.com/dog_rates/status/672609152... ... microwave 0.981946 False rotisserie 0.007472 False television 5.880620e-03 False None
1716 672604026190569472 NaN NaN 2015-12-04 02:31:10 +0000 <a href="http://twitter.com/download/iphone" r... This is a baby Rand Paul. Curls for days. 11/1... NaN NaN NaN https://twitter.com/dog_rates/status/672604026... ... toy_poodle 0.820158 True miniature_poodle 0.178404 True toilet_tissue 2.911580e-04 False None
1719 672591271085670400 NaN NaN 2015-12-04 01:40:29 +0000 <a href="http://twitter.com/download/iphone" r... Lots of pups here. All are Judea Hazelnuts. Ex... NaN NaN NaN https://twitter.com/dog_rates/status/672591271... ... gondola 0.134290 False lifeboat 0.108356 False bassinet 9.367890e-02 False None
1723 672482722825261057 NaN NaN 2015-12-03 18:29:09 +0000 <a href="http://twitter.com/download/iphone" r... This is light saber pup. Ready to fight off ev... NaN NaN NaN https://twitter.com/dog_rates/status/672482722... ... West_Highland_white_terrier 0.586173 True borzoi 0.206620 True Great_Pyrenees 6.065270e-02 True None
1726 672466075045466113 NaN NaN 2015-12-03 17:23:00 +0000 <a href="http://twitter.com/download/iphone" r... This is Franq and Pablo. They're working hard ... NaN NaN NaN https://twitter.com/dog_rates/status/672466075... ... cocker_spaniel 0.150424 True toy_poodle 0.088605 True Welsh_springer_spaniel 7.201430e-02 True None
1728 672267570918129665 NaN NaN 2015-12-03 04:14:13 +0000 <a href="http://twitter.com/download/iphone" r... When you accidentally open up the front facing... NaN NaN NaN https://twitter.com/dog_rates/status/672267570... ... Irish_terrier 0.716932 True miniature_pinscher 0.051234 True Airedale 4.438090e-02 True None
1730 672256522047614977 NaN NaN 2015-12-03 03:30:19 +0000 <a href="http://twitter.com/download/iphone" r... Mighty rare dogs here. Long smooth necks. Grea... NaN NaN NaN https://twitter.com/dog_rates/status/672256522... ... ostrich 0.999004 False Arabian_camel 0.000512 False llama 1.469420e-04 False None
1732 672248013293752320 NaN NaN 2015-12-03 02:56:30 +0000 <a href="http://twitter.com/download/iphone" r... 10/10 for dog. 7/10 for cat. 12/10 for human. ... NaN NaN NaN https://twitter.com/dog_rates/status/672248013... ... Irish_terrier 0.413173 True Airedale 0.335616 True toy_poodle 2.795230e-02 True None
1740 672139350159835138 NaN NaN 2015-12-02 19:44:43 +0000 <a href="http://twitter.com/download/iphone" r... This pup has a heart on its ass and that is do... NaN NaN NaN https://twitter.com/dog_rates/status/672139350... ... Rottweiler 0.290992 True American_black_bear 0.238120 False chimpanzee 1.155410e-01 False None
1741 672125275208069120 NaN NaN 2015-12-02 18:48:47 +0000 <a href="http://twitter.com/download/iphone" r... This is just impressive I have nothing else to... NaN NaN NaN https://twitter.com/dog_rates/status/672125275... ... tennis_ball 0.999834 False golden_retriever 0.000087 True racket 5.332190e-05 False None
1751 671855973984772097 NaN NaN 2015-12-02 00:58:41 +0000 <a href="http://twitter.com/download/iphone" r... Remarkable dog here. Walks on back legs really... NaN NaN NaN https://twitter.com/dog_rates/status/671855973... ... chimpanzee 0.636031 False gorilla 0.098751 False fountain 3.175550e-02 False None
1753 671768281401958400 NaN NaN 2015-12-01 19:10:13 +0000 <a href="http://twitter.com/download/iphone" r... When you try to recreate the scene from Lady &... NaN NaN NaN https://twitter.com/dog_rates/status/671768281... ... Chihuahua 0.500373 True French_bulldog 0.112796 True Italian_greyhound 6.289270e-02 True None
1755 671744970634719232 NaN NaN 2015-12-01 17:37:36 +0000 <a href="http://twitter.com/download/iphone" r... Very fit horned dog here. Looks powerful. Not ... NaN NaN NaN https://twitter.com/dog_rates/status/671744970... ... ice_bear 0.251193 False ram 0.213839 False Arctic_fox 8.155140e-02 False None
1758 671729906628341761 6.715610e+17 4.196984e+09 2015-12-01 16:37:44 +0000 <a href="http://twitter.com/download/iphone" r... I'm just going to leave this one here as well.... NaN NaN NaN https://twitter.com/dog_rates/status/671729906... ... kuvasz 0.431469 True Samoyed 0.117122 True white_wolf 9.006660e-02 False None
1759 671561002136281088 NaN NaN 2015-12-01 05:26:34 +0000 <a href="http://twitter.com/download/iphone" r... This is the best thing I've ever seen so sprea... NaN NaN NaN https://twitter.com/dog_rates/status/671561002... ... Gordon_setter 0.469373 True black-and-tan_coonhound 0.270893 True Rottweiler 1.532330e-01 True None
1761 671544874165002241 NaN NaN 2015-12-01 04:22:29 +0000 <a href="http://twitter.com/download/iphone" r... Interesting dog here. Very large. Purple. Mani... NaN NaN NaN https://twitter.com/dog_rates/status/671544874... ... feather_boa 0.240858 False wig 0.085946 False wool 4.067350e-02 False None
1765 671533943490011136 NaN NaN 2015-12-01 03:39:03 +0000 <a href="http://twitter.com/download/iphone" r... Super rare dog here. Spiffy mohawk. Sharp mout... NaN NaN NaN https://twitter.com/dog_rates/status/671533943... ... hen 0.556524 False cock 0.442033 False black_swan 1.180750e-03 False None
1775 671390180817915904 NaN NaN 2015-11-30 18:07:47 +0000 <a href="http://twitter.com/download/iphone" r... Striped dog here. Having fun playing on back. ... NaN NaN NaN https://twitter.com/dog_rates/status/671390180... ... zebra 0.997673 False tiger 0.000837 False prairie_chicken 5.745670e-04 False None
1783 671163268581498880 NaN NaN 2015-11-30 03:06:07 +0000 <a href="http://twitter.com/download/iphone" r... Pack of horned dogs here. Very team-oriented b... NaN NaN NaN https://twitter.com/dog_rates/status/671163268... ... African_hunting_dog 0.733025 False plow 0.119377 False Scottish_deerhound 2.698290e-02 True None
1786 671151324042559489 NaN NaN 2015-11-30 02:18:39 +0000 <a href="http://twitter.com/download/iphone" r... *struggling to breathe properly* 12/10 https:/... NaN NaN NaN https://twitter.com/dog_rates/status/671151324... ... Rottweiler 0.781201 True black-and-tan_coonhound 0.061206 True kelpie 4.885570e-02 True None
1787 671147085991960577 NaN NaN 2015-11-30 02:01:49 +0000 <a href="http://twitter.com/download/iphone" r... This is a Helvetica Listerine named Rufus. Thi... NaN NaN NaN https://twitter.com/dog_rates/status/671147085... ... Yorkshire_terrier 0.467202 True cairn 0.440122 True silky_terrier 5.869010e-02 True None
1788 671141549288370177 NaN NaN 2015-11-30 01:39:49 +0000 <a href="http://twitter.com/download/iphone" r... Neat pup here. Enjoys lettuce. Long af ears. S... NaN NaN NaN https://twitter.com/dog_rates/status/671141549... ... guinea_pig 0.387728 False wood_rabbit 0.171681 False borzoi 7.535770e-02 True None
1789 671138694582165504 NaN NaN 2015-11-30 01:28:28 +0000 <a href="http://twitter.com/download/iphone" r... Me running from commitment. 10/10 https://t.co... NaN NaN NaN https://twitter.com/dog_rates/status/671138694... ... Samoyed 0.587342 True Great_Pyrenees 0.268952 True Pekinese 9.052750e-02 True None
1791 671122204919246848 NaN NaN 2015-11-30 00:22:57 +0000 <a href="http://twitter.com/download/iphone" r... Two miniature golden retrievers here. Webbed p... NaN NaN NaN https://twitter.com/dog_rates/status/671122204... ... goose 0.351957 False Chihuahua 0.101228 True hen 6.581760e-02 False None
1794 670995969505435648 NaN NaN 2015-11-29 16:01:20 +0000 <a href="http://twitter.com/download/iphone" r... Yea I can't handle this job anymore your dogs ... NaN NaN NaN https://twitter.com/dog_rates/status/670995969... ... redbone 0.866221 True beagle 0.061194 True Rhodesian_ridgeback 2.428450e-02 True None
1795 670842764863651840 NaN NaN 2015-11-29 05:52:33 +0000 <a href="http://twitter.com/download/iphone" r... After so many requests... here you go.\n\nGood... NaN NaN NaN https://twitter.com/dog_rates/status/670842764... ... microphone 0.096063 False accordion 0.094075 False drumstick 6.111280e-02 False None
1797 670838202509447168 NaN NaN 2015-11-29 05:34:25 +0000 <a href="http://twitter.com/download/iphone" r... Pink dogs here. Unreasonably long necks. Left ... NaN NaN NaN https://twitter.com/dog_rates/status/670838202... ... flamingo 0.992710 False coral_fungus 0.003491 False stinkhorn 1.858950e-03 False None
1800 670826280409919488 NaN NaN 2015-11-29 04:47:03 +0000 <a href="http://twitter.com/download/iphone" r... Scary dog here. Too many legs. Extra tail. Not... NaN NaN NaN https://twitter.com/dog_rates/status/670826280... ... scorpion 0.927956 False tarantula 0.021631 False wolf_spider 1.483750e-02 False None
1802 670822709593571328 NaN NaN 2015-11-29 04:32:51 +0000 <a href="http://twitter.com/download/iphone" r... Can't do better than this lol. 10/10 for the o... NaN NaN NaN https://twitter.com/dog_rates/status/670822709... ... web_site 0.993887 False Chihuahua 0.001252 True menu 5.987510e-04 False None
1807 670803562457407488 NaN NaN 2015-11-29 03:16:46 +0000 <a href="http://twitter.com/download/iphone" r... I would do radical things in the name of Dog G... NaN NaN NaN https://twitter.com/dog_rates/status/670803562... ... basenji 0.344101 True Ibizan_hound 0.210282 True toy_terrier 1.962790e-01 True None
1810 670789397210615808 NaN NaN 2015-11-29 02:20:29 +0000 <a href="http://twitter.com/download/iphone" r... Two obedient dogs here. Left one has extra leg... NaN NaN NaN https://twitter.com/dog_rates/status/670789397... ... beagle 0.295966 True basset 0.143527 True bluetick 1.389920e-01 True None
1812 670783437142401025 NaN NaN 2015-11-29 01:56:48 +0000 <a href="http://twitter.com/download/iphone" r... Flamboyant pup here. Probably poisonous. Won't... NaN NaN NaN https://twitter.com/dog_rates/status/670783437... ... lacewing 0.381955 False sulphur_butterfly 0.106810 False leafhopper 6.834690e-02 False None
1813 670782429121134593 NaN NaN 2015-11-29 01:52:48 +0000 <a href="http://twitter.com/download/iphone" r... This dude slaps your girl's ass what do you do... NaN NaN NaN https://twitter.com/dog_rates/status/670782429... ... Chihuahua 0.952963 True French_bulldog 0.036575 True Boston_bull 1.977400e-03 True None
1815 670778058496974848 NaN NaN 2015-11-29 01:35:26 +0000 <a href="http://twitter.com/download/iphone" r... "To bone or not to bone?"\n10/10 https://t.co/... NaN NaN NaN https://twitter.com/dog_rates/status/670778058... ... pug 0.776612 True Brabancon_griffon 0.112032 True boxer 3.905140e-02 True None
1817 670755717859713024 NaN NaN 2015-11-29 00:06:39 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Gin &amp; Tonic. They're having a... NaN NaN NaN https://twitter.com/dog_rates/status/670755717... ... keeshond 0.994065 True Norwegian_elkhound 0.001827 True cairn 1.821310e-03 True None
1820 670717338665226240 NaN NaN 2015-11-28 21:34:09 +0000 <a href="http://twitter.com/download/iphone" r... *screams for a little bit and then crumples to... NaN NaN NaN https://twitter.com/dog_rates/status/670717338... ... Pomeranian 0.368161 True Pekinese 0.350973 True golden_retriever 1.149020e-01 True None
1826 670474236058800128 NaN NaN 2015-11-28 05:28:09 +0000 <a href="http://twitter.com/download/iphone" r... Honor to rate this dog. Great teeth. Nice horn... NaN NaN NaN https://twitter.com/dog_rates/status/670474236... ... wool 0.070076 False siamang 0.062536 False gorilla 5.889360e-02 False None
1828 670465786746662913 NaN NaN 2015-11-28 04:54:34 +0000 <a href="http://twitter.com/download/iphone" r... Silly dog here. Wearing bunny ears. Nice long ... NaN NaN NaN https://twitter.com/dog_rates/status/670465786... ... axolotl 0.611558 False tailed_frog 0.186484 False common_newt 7.869400e-02 False None
1829 670452855871037440 NaN NaN 2015-11-28 04:03:11 +0000 <a href="http://twitter.com/download/iphone" r... This dog can't see its haters. 11/10 https://t... NaN NaN NaN https://twitter.com/dog_rates/status/670452855... ... Arctic_fox 0.188174 False indri 0.123584 False malamute 8.037950e-02 True None
1830 670449342516494336 NaN NaN 2015-11-28 03:49:14 +0000 <a href="http://twitter.com/download/iphone" r... Vibrant dog here. Fabulous tail. Only 2 legs t... NaN NaN NaN https://twitter.com/dog_rates/status/670449342... ... peacock 0.999924 False European_gallinule 0.000030 False agama 2.150760e-05 False None
1833 670435821946826752 NaN NaN 2015-11-28 02:55:30 +0000 <a href="http://twitter.com/download/iphone" r... Two unbelievably athletic dogs here. Great for... NaN NaN NaN https://twitter.com/dog_rates/status/670435821... ... sorrel 0.460370 False basenji 0.135767 True Cardigan 9.917430e-02 True None
1834 670434127938719744 NaN NaN 2015-11-28 02:48:46 +0000 <a href="http://twitter.com/download/iphone" r... Meet Hank and Sully. Hank is very proud of the... NaN NaN NaN https://twitter.com/dog_rates/status/670434127... ... jack-o'-lantern 0.919140 False Chesapeake_Bay_retriever 0.027351 True Labrador_retriever 2.008090e-02 True None
1837 670427002554466305 NaN NaN 2015-11-28 02:20:27 +0000 <a href="http://twitter.com/download/iphone" r... This is a Deciduous Trimester mix named Spork.... NaN NaN NaN https://twitter.com/dog_rates/status/670427002... ... seat_belt 0.952258 False toy_terrier 0.038872 True beagle 3.226440e-03 True None
1838 670421925039075328 NaN NaN 2015-11-28 02:00:17 +0000 <a href="http://twitter.com/download/iphone" r... Meet Herb. 12/10 https://t.co/tLRyYvCci3 NaN NaN NaN https://twitter.com/dog_rates/status/670421925... ... Chihuahua 0.275793 True corn 0.073596 False bolete 5.490510e-02 False None
1840 670417414769758208 NaN NaN 2015-11-28 01:42:22 +0000 <a href="http://twitter.com/download/iphone" r... Sharp dog here. Introverted. Loves purple. Not... NaN NaN NaN https://twitter.com/dog_rates/status/670417414... ... sea_urchin 0.493257 False porcupine 0.460565 False cardoon 8.145870e-03 False None
1846 670361874861563904 NaN NaN 2015-11-27 22:01:40 +0000 <a href="http://twitter.com/download/iphone" r... This is a Rich Mahogany Seltzer named Cherokee... NaN NaN NaN https://twitter.com/dog_rates/status/670361874... ... platypus 0.974075 False spotted_salamander 0.011068 False bison 3.896910e-03 False None
1848 670319130621435904 NaN NaN 2015-11-27 19:11:49 +0000 <a href="http://twitter.com/download/iphone" r... AT DAWN...\nWE RIDE\n\n11/10 https://t.co/QnfO... NaN NaN NaN https://twitter.com/dog_rates/status/670319130... ... Irish_terrier 0.254856 True briard 0.227716 True soft-coated_wheaten_terrier 2.232630e-01 True None
1852 670086499208155136 NaN NaN 2015-11-27 03:47:25 +0000 <a href="http://twitter.com/download/iphone" r... "Hi yes this is dog. I can't help with that s-... NaN NaN NaN https://twitter.com/dog_rates/status/670086499... ... German_short-haired_pointer 0.273492 True Staffordshire_bullterrier 0.132944 True bluetick 1.245620e-01 True None
1858 670046952931721218 NaN NaN 2015-11-27 01:10:17 +0000 <a href="http://twitter.com/download/iphone" r... This is Ben &amp; Carson. It's impossible for ... NaN NaN NaN https://twitter.com/dog_rates/status/670046952... ... Blenheim_spaniel 0.998335 True beagle 0.000647 True Brittany_spaniel 3.918660e-04 True None
1859 670040295598354432 NaN NaN 2015-11-27 00:43:49 +0000 <a href="http://twitter.com/download/iphone" r... 😂😂😂 10/10 for the dog and the owner https://t.... NaN NaN NaN https://twitter.com/dog_rates/status/670040295... ... web_site 0.901552 False borzoi 0.026660 True Chihuahua 1.243760e-02 True None
1860 670037189829525505 NaN NaN 2015-11-27 00:31:29 +0000 <a href="http://twitter.com/download/iphone" r... Awesome dog here. Not sure where it is tho. Sp... NaN NaN NaN https://twitter.com/dog_rates/status/670037189... ... pot 0.273767 False tray 0.092888 False doormat 5.072790e-02 False None
1863 669972011175813120 NaN NaN 2015-11-26 20:12:29 +0000 <a href="http://twitter.com/download/iphone" r... Here we see really big dog cuddling smaller do... NaN NaN NaN https://twitter.com/dog_rates/status/669972011... ... teddy 0.953071 False koala 0.007027 False fur_coat 5.368170e-03 False None
1866 669926384437997569 NaN NaN 2015-11-26 17:11:11 +0000 <a href="http://twitter.com/download/iphone" r... I've never seen a dog so genuinely happy about... NaN NaN NaN https://twitter.com/dog_rates/status/669926384... ... Pomeranian 0.984231 True keeshond 0.010231 True papillon 2.218970e-03 True None
1873 669661792646373376 NaN NaN 2015-11-25 23:39:47 +0000 <a href="http://twitter.com/download/iphone" r... This is a brave dog. Excellent free climber. T... NaN NaN NaN https://twitter.com/dog_rates/status/669661792... ... weasel 0.262802 False Siamese_cat 0.148263 False hamster 1.163740e-01 False None
1875 669603084620980224 NaN NaN 2015-11-25 19:46:30 +0000 <a href="http://twitter.com/download/iphone" r... Very human-like. Cute overbite smile *finger t... NaN NaN NaN https://twitter.com/dog_rates/status/669603084... ... Maltese_dog 0.659619 True Tibetan_terrier 0.193539 True Shih-Tzu 3.932710e-02 True None
1877 669583744538451968 NaN NaN 2015-11-25 18:29:39 +0000 <a href="http://twitter.com/download/iphone" r... Special dog here. Pretty big. Neck kinda long ... NaN NaN NaN https://twitter.com/dog_rates/status/669583744... ... candle 0.174315 False lampshade 0.120407 False plunger 7.209940e-02 False None
1881 669564461267722241 NaN NaN 2015-11-25 17:13:02 +0000 <a href="http://twitter.com/download/iphone" r... This is a Coriander Baton Rouge named Alfredo.... NaN NaN NaN https://twitter.com/dog_rates/status/669564461... ... toy_poodle 0.623685 True miniature_poodle 0.259920 True standard_poodle 8.252970e-02 True None
1885 669367896104181761 NaN NaN 2015-11-25 04:11:57 +0000 <a href="http://twitter.com/download/iphone" r... This is Chip. Chip's pretending to be choked. ... NaN NaN NaN https://twitter.com/dog_rates/status/669367896... ... basset 0.749394 True beagle 0.133579 True Welsh_springer_spaniel 3.019840e-02 True None
1886 669363888236994561 NaN NaN 2015-11-25 03:56:01 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a Gingivitis Pumpernickel named Z... NaN NaN NaN https://twitter.com/dog_rates/status/669363888... ... golden_retriever 0.539004 True Irish_setter 0.406550 True cocker_spaniel 4.148440e-02 True None
1888 669354382627049472 NaN NaN 2015-11-25 03:18:15 +0000 <a href="http://twitter.com/download/iphone" r... Meet Dug. Dug fucken loves peaches. 8/10 https... NaN NaN NaN https://twitter.com/dog_rates/status/669354382... ... Chihuahua 0.973990 True French_bulldog 0.010832 True Pekinese 2.098650e-03 True None
1897 669037058363662336 NaN NaN 2015-11-24 06:17:19 +0000 <a href="http://twitter.com/download/iphone" r... Here we have Pancho and Peaches. Pancho is a C... NaN NaN NaN https://twitter.com/dog_rates/status/669037058... ... Chihuahua 0.803528 True Pomeranian 0.053871 True chow 3.225740e-02 True None
1898 669015743032369152 NaN NaN 2015-11-24 04:52:37 +0000 <a href="http://twitter.com/download/iphone" r... Super rare dog right here guys. Doesn't bark. ... NaN NaN NaN https://twitter.com/dog_rates/status/669015743... ... comic_book 0.275927 False bib 0.173516 False jersey 7.391100e-02 False None
1901 668994913074286592 NaN NaN 2015-11-24 03:29:51 +0000 <a href="http://twitter.com/download/iphone" r... Two gorgeous pups here. Both have cute fake ho... NaN NaN NaN https://twitter.com/dog_rates/status/668994913... ... hog 0.113789 False English_springer 0.089763 True French_bulldog 8.218640e-02 True None
1904 668988183816871936 NaN NaN 2015-11-24 03:03:06 +0000 <a href="http://twitter.com/download/iphone" r... Honor to rate this dog. Lots of fur on him. Tw... NaN NaN NaN https://twitter.com/dog_rates/status/668988183... ... Arabian_camel 0.999614 False bison 0.000228 False llama 6.717870e-05 False None
1906 668981893510119424 NaN NaN 2015-11-24 02:38:07 +0000 <a href="http://twitter.com/download/iphone" r... Unique dog here. Oddly shaped tail. Long pink ... NaN NaN NaN https://twitter.com/dog_rates/status/668981893... ... jellyfish 0.447246 False coral_reef 0.238625 False goldfish 4.022690e-02 False None
1910 668955713004314625 NaN NaN 2015-11-24 00:54:05 +0000 <a href="http://twitter.com/download/iphone" r... This is a Slovakian Helter Skelter Feta named ... NaN NaN NaN https://twitter.com/dog_rates/status/668955713... ... cocker_spaniel 0.367492 True Lakeland_terrier 0.272621 True soft-coated_wheaten_terrier 6.700630e-02 True None
1915 668852170888998912 NaN NaN 2015-11-23 18:02:38 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Bobb. Bobb is a Golden High Fescu... NaN NaN NaN https://twitter.com/dog_rates/status/668852170... ... golden_retriever 0.903529 True Tibetan_mastiff 0.041497 True kuvasz 2.250050e-02 True None
1917 668815180734689280 NaN NaN 2015-11-23 15:35:39 +0000 <a href="http://twitter.com/download/iphone" r... This is a wild Toblerone from Papua New Guinea... NaN NaN NaN https://twitter.com/dog_rates/status/668815180... ... redbone 0.461172 True Italian_greyhound 0.270733 True miniature_pinscher 1.097520e-01 True None
1920 668645506898350081 NaN NaN 2015-11-23 04:21:26 +0000 <a href="http://twitter.com/download/iphone" r... Incredibly rare dog here. Good at bipedalism. ... NaN NaN NaN https://twitter.com/dog_rates/status/668645506... ... ski_mask 0.302854 False knee_pad 0.096881 False balance_beam 8.407560e-02 False None
1921 668643542311546881 NaN NaN 2015-11-23 04:13:37 +0000 <a href="http://twitter.com/download/iphone" r... Fascinating dog here. Loves beach. Oddly long ... NaN NaN NaN https://twitter.com/dog_rates/status/668643542... ... common_iguana 0.483972 False frilled_lizard 0.111377 False sandbar 7.898340e-02 False None
1923 668636665813057536 NaN NaN 2015-11-23 03:46:18 +0000 <a href="http://twitter.com/download/iphone" r... This is an Irish Rigatoni terrier named Berta.... NaN NaN NaN https://twitter.com/dog_rates/status/668636665... ... komondor 0.999956 True llama 0.000043 False ram 2.160900e-07 False None
1927 668625577880875008 NaN NaN 2015-11-23 03:02:14 +0000 <a href="http://twitter.com/download/iphone" r... This is Maks. Maks just noticed something wasn... NaN NaN NaN https://twitter.com/dog_rates/status/668625577... ... ox 0.071536 False groenendael 0.054455 True Angora 4.502800e-02 False None
1929 668620235289837568 NaN NaN 2015-11-23 02:41:01 +0000 <a href="http://twitter.com/download/iphone" r... Say hello to Kallie. There was a tornado in th... NaN NaN NaN https://twitter.com/dog_rates/status/668620235... ... crash_helmet 0.757942 False toaster 0.037497 False mouse 2.727090e-02 False None
1930 668614819948453888 NaN NaN 2015-11-23 02:19:29 +0000 <a href="http://twitter.com/download/iphone" r... Here is a horned dog. Much grace. Can jump ove... NaN NaN NaN https://twitter.com/dog_rates/status/668614819... ... bustard 0.380772 False pelican 0.100554 False crane 8.471350e-02 False None
1933 668542336805281792 NaN NaN 2015-11-22 21:31:28 +0000 <a href="http://twitter.com/download/iphone" r... There's a lot going on here but in my honest o... NaN NaN NaN https://twitter.com/dog_rates/status/668542336... ... American_Staffordshire_terrier 0.267695 True French_bulldog 0.254050 True Staffordshire_bullterrier 2.123810e-01 True None
1936 668507509523615744 NaN NaN 2015-11-22 19:13:05 +0000 <a href="http://twitter.com/download/iphone" r... This is a Birmingham Quagmire named Chuk. Love... NaN NaN NaN https://twitter.com/dog_rates/status/668507509... ... basenji 0.055379 True Shetland_sheepdog 0.054322 True whippet 5.191340e-02 True None
1937 668496999348633600 NaN NaN 2015-11-22 18:31:19 +0000 <a href="http://twitter.com/download/iphone" r... This is Jo. Jo is a Swedish Queso. Tongue bigg... NaN NaN NaN https://twitter.com/dog_rates/status/668496999... ... Staffordshire_bullterrier 0.412879 True miniature_pinscher 0.161488 True American_Staffordshire_terrier 1.124950e-01 True None
1938 668484198282485761 NaN NaN 2015-11-22 17:40:27 +0000 <a href="http://twitter.com/download/iphone" r... Good teamwork between these dogs. One is on lo... NaN NaN NaN https://twitter.com/dog_rates/status/668484198... ... standard_poodle 0.587372 True Bedlington_terrier 0.182411 True Afghan_hound 4.096800e-02 True None
1941 668297328638447616 NaN NaN 2015-11-22 05:17:54 +0000 <a href="http://twitter.com/download/iphone" r... 2 rare dogs. They waddle (v inefficient). Some... NaN NaN NaN https://twitter.com/dog_rates/status/668297328... ... king_penguin 0.606747 False ice_bear 0.264221 False Eskimo_dog 3.278380e-02 True None
1943 668286279830867968 NaN NaN 2015-11-22 04:33:59 +0000 <a href="http://twitter.com/download/iphone" r... Meet Rusty. Rusty's dreaming of a world where ... NaN NaN NaN https://twitter.com/dog_rates/status/668286279... ... golden_retriever 0.215944 True basset 0.189214 True Cardigan 1.130100e-01 True None
1946 668256321989451776 NaN NaN 2015-11-22 02:34:57 +0000 <a href="http://twitter.com/download/iphone" r... This is Jareld. Jareld rules these waters. Lad... NaN NaN NaN https://twitter.com/dog_rates/status/668256321... ... canoe 0.407683 False paddle 0.115550 False Pembroke 9.442940e-02 True None
1949 668226093875376128 NaN NaN 2015-11-22 00:34:50 +0000 <a href="http://twitter.com/download/iphone" r... Sneaky dog here. Tuba player has no clue. 10/1... NaN NaN NaN https://twitter.com/dog_rates/status/668226093... ... trombone 0.390339 False cornet 0.314149 False French_horn 2.551820e-01 False None
1950 668221241640230912 NaN NaN 2015-11-22 00:15:33 +0000 <a href="http://twitter.com/download/iphone" r... These two dogs are Bo &amp; Smittens. Smittens... NaN NaN NaN https://twitter.com/dog_rates/status/668221241... ... chow 0.395101 True golden_retriever 0.372115 True Labrador_retriever 1.487850e-01 True None
1951 668204964695683073 NaN NaN 2015-11-21 23:10:52 +0000 <a href="http://twitter.com/download/iphone" r... This is Ron. Ron's currently experiencing a br... NaN NaN NaN https://twitter.com/dog_rates/status/668204964... ... Labrador_retriever 0.655180 True golden_retriever 0.107884 True Chesapeake_Bay_retriever 6.583470e-02 True None
1952 668190681446379520 NaN NaN 2015-11-21 22:14:07 +0000 <a href="http://twitter.com/download/iphone" r... This is Skittles. I would kidnap Skittles. Pin... NaN NaN NaN https://twitter.com/dog_rates/status/668190681... ... Blenheim_spaniel 0.958402 True cocker_spaniel 0.026764 True Welsh_springer_spaniel 7.789910e-03 True None
1953 668171859951755264 NaN NaN 2015-11-21 20:59:20 +0000 <a href="http://twitter.com/download/iphone" r... This is a Trans Siberian Kellogg named Alfonso... NaN NaN NaN https://twitter.com/dog_rates/status/668171859... ... Chihuahua 0.664834 True cowboy_boot 0.060343 False giant_panda 5.983750e-02 False None
1954 668154635664932864 NaN NaN 2015-11-21 19:50:53 +0000 <a href="http://twitter.com/download/iphone" r... Fun dogs here. Top one clearly an athlete. Bot... NaN NaN NaN https://twitter.com/dog_rates/status/668154635... ... Arctic_fox 0.473584 False wallaby 0.261411 False white_wolf 8.094780e-02 False None
1955 668142349051129856 NaN NaN 2015-11-21 19:02:04 +0000 <a href="http://twitter.com/download/iphone" r... This lil pup is Oliver. Hops around. Has wings... NaN NaN NaN https://twitter.com/dog_rates/status/668142349... ... Angora 0.918834 False hen 0.037793 False wood_rabbit 1.101490e-02 False None
1957 667937095915278337 NaN NaN 2015-11-21 05:26:27 +0000 <a href="http://twitter.com/download/iphone" r... This dog resembles a baked potato. Bed looks u... NaN NaN NaN https://twitter.com/dog_rates/status/667937095... ... hamster 0.172078 False guinea_pig 0.094924 False Band_Aid 5.999520e-02 False None
1960 667911425562669056 NaN NaN 2015-11-21 03:44:27 +0000 <a href="http://twitter.com/download/iphone" r... Wow. Armored dog here. Ready for battle. Face ... NaN NaN NaN https://twitter.com/dog_rates/status/667911425... ... frilled_lizard 0.257695 False ox 0.235160 False triceratops 8.531690e-02 False None
1963 667885044254572545 NaN NaN 2015-11-21 01:59:37 +0000 <a href="http://twitter.com/download/iphone" r... Meet Stu. Stu has stacks on stacks and an eye ... NaN NaN NaN https://twitter.com/dog_rates/status/667885044... ... malamute 0.088530 True golden_retriever 0.087499 True muzzle 7.500770e-02 False None
1965 667873844930215936 NaN NaN 2015-11-21 01:15:07 +0000 <a href="http://twitter.com/download/iphone" r... Neat dog. Lots of spikes. Always in push-up po... NaN NaN NaN https://twitter.com/dog_rates/status/667873844... ... common_iguana 0.999647 False frilled_lizard 0.000181 False African_chameleon 1.283570e-04 False None
1967 667861340749471744 NaN NaN 2015-11-21 00:25:26 +0000 <a href="http://twitter.com/download/iphone" r... This is a Shotokon Macadamia mix named Cheryl.... NaN NaN NaN https://twitter.com/dog_rates/status/667861340... ... malamute 0.967275 True Siberian_husky 0.016168 True Eskimo_dog 1.127740e-02 True None
1968 667832474953625600 NaN NaN 2015-11-20 22:30:44 +0000 <a href="http://twitter.com/download/iphone" r... THE EYES 12/10\n\nI'm sorry. These are suppose... NaN NaN NaN https://twitter.com/dog_rates/status/667832474... ... miniature_pinscher 0.214200 True bath_towel 0.146789 False Chihuahua 1.041520e-01 True None
1970 667801013445750784 NaN NaN 2015-11-20 20:25:43 +0000 <a href="http://twitter.com/download/iphone" r... OMIGOD 12/10 https://t.co/SVMF4Frf1w NaN NaN NaN https://twitter.com/dog_rates/status/667801013... ... flat-coated_retriever 0.508392 True Chesapeake_Bay_retriever 0.262239 True curly-coated_retriever 4.891980e-02 True None
1971 667793409583771648 NaN NaN 2015-11-20 19:55:30 +0000 <a href="http://twitter.com/download/iphone" r... Dogs only please. Small cows and other non can... NaN NaN NaN https://twitter.com/dog_rates/status/667793409... ... dalmatian 0.535073 True English_setter 0.451219 True Great_Dane 8.163610e-03 True None
1972 667782464991965184 NaN NaN 2015-11-20 19:12:01 +0000 <a href="http://twitter.com/download/iphone" r... Super rare dog. Endangered (?). Thinks it's fu... NaN NaN NaN https://twitter.com/dog_rates/status/667782464... ... lorikeet 0.466149 False hummingbird 0.083011 False African_grey 5.424740e-02 False None
1976 667724302356258817 NaN NaN 2015-11-20 15:20:54 +0000 <a href="http://twitter.com" rel="nofollow">Tw... What a dog to start the day with. Very calm. L... NaN NaN NaN https://twitter.com/dog_rates/status/667724302... ... ibex 0.619098 False bighorn 0.125119 False ram 7.467320e-02 False None
1977 667550904950915073 NaN NaN 2015-11-20 03:51:52 +0000 <a href="http://twitter.com" rel="nofollow">Tw... RT @dogratingrating: Exceptional talent. Origi... 6.675487e+17 4.296832e+09 2015-11-20 03:43:06 +0000 https://twitter.com/dogratingrating/status/667... ... web_site 0.999335 False vizsla 0.000081 True collie 6.915900e-05 True None
1978 667550882905632768 NaN NaN 2015-11-20 03:51:47 +0000 <a href="http://twitter.com" rel="nofollow">Tw... RT @dogratingrating: Unoriginal idea. Blatant ... 6.675484e+17 4.296832e+09 2015-11-20 03:41:59 +0000 https://twitter.com/dogratingrating/status/667... ... web_site 0.998258 False dishwasher 0.000201 False oscilloscope 1.417360e-04 False None
1979 667549055577362432 NaN NaN 2015-11-20 03:44:31 +0000 <a href="http://twitter.com" rel="nofollow">Tw... Never seen dog like this. Breathes heavy. Tilt... NaN NaN NaN https://twitter.com/dog_rates/status/667549055... ... electric_fan 0.984377 False spotlight 0.007737 False lampshade 1.901230e-03 False None
1981 667544320556335104 NaN NaN 2015-11-20 03:25:43 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is Kial. Kial is either wearing a cape, w... NaN NaN NaN https://twitter.com/dog_rates/status/667544320... ... Pomeranian 0.412893 True Pembroke 0.312958 True Chihuahua 7.196040e-02 True None
1982 667538891197542400 NaN NaN 2015-11-20 03:04:08 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is a southwest Coriander named Klint. Hat... NaN NaN NaN https://twitter.com/dog_rates/status/667538891... ... Yorkshire_terrier 0.618957 True silky_terrier 0.300313 True Australian_terrier 5.341200e-02 True None
1983 667534815156183040 NaN NaN 2015-11-20 02:47:56 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is Frank (pronounced "Fronq"). Too many b... NaN NaN NaN https://twitter.com/dog_rates/status/667534815... ... Pembroke 0.435254 True Cardigan 0.307407 True cocker_spaniel 3.315830e-02 True None
1987 667509364010450944 NaN NaN 2015-11-20 01:06:48 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This a Norwegian Pewterschmidt named Tickles. ... NaN NaN NaN https://twitter.com/dog_rates/status/667509364... ... beagle 0.636169 True Labrador_retriever 0.119256 True golden_retriever 8.254920e-02 True None
1988 667502640335572993 NaN NaN 2015-11-20 00:40:05 +0000 <a href="http://twitter.com" rel="nofollow">Tw... Say hello to Hall and Oates. Oates is winking ... NaN NaN NaN https://twitter.com/dog_rates/status/667502640... ... Labrador_retriever 0.996709 True golden_retriever 0.001688 True beagle 7.116670e-04 True None
1989 667495797102141441 NaN NaN 2015-11-20 00:12:54 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is Philippe from Soviet Russia. Commandin... NaN NaN NaN https://twitter.com/dog_rates/status/667495797... ... Chihuahua 0.143957 True Christmas_stocking 0.118651 False ski_mask 9.248170e-02 False None
1990 667491009379606528 NaN NaN 2015-11-19 23:53:52 +0000 <a href="http://twitter.com" rel="nofollow">Tw... Two dogs in this one. Both are rare Jujitsu Py... NaN NaN NaN https://twitter.com/dog_rates/status/667491009... ... borzoi 0.852088 True ice_bear 0.132264 False weasel 5.729980e-03 False None
1992 667455448082227200 NaN NaN 2015-11-19 21:32:34 +0000 <a href="http://twitter.com" rel="nofollow">Tw... This is Reese and Twips. Reese protects Twips.... NaN NaN NaN https://twitter.com/dog_rates/status/667455448... ... Tibetan_terrier 0.676376 True Irish_terrier 0.054933 True Yorkshire_terrier 4.057550e-02 True None
1993 667453023279554560 NaN NaN 2015-11-19 21:22:56 +0000 <a href="http://twitter.com" rel="nofollow">Tw... Meet Cupcake. I would do unspeakable things fo... NaN NaN NaN https://twitter.com/dog_rates/status/667453023... ... Labrador_retriever 0.825670 True French_bulldog 0.056639 True Staffordshire_bullterrier 5.401840e-02 True None
1994 667443425659232256 NaN NaN 2015-11-19 20:44:47 +0000 <a href="http://twitter.com/download/iphone" r... Exotic dog here. Long neck. Weird paws. Obsess... NaN NaN NaN https://twitter.com/dog_rates/status/667443425... ... goose 0.980815 False drake 0.006918 False hen 5.255170e-03 False None
1995 667437278097252352 NaN NaN 2015-11-19 20:20:22 +0000 <a href="http://twitter.com/download/iphone" r... Never seen this breed before. Very pointy pup.... NaN NaN NaN https://twitter.com/dog_rates/status/667437278... ... porcupine 0.989154 False bath_towel 0.006300 False badger 9.663400e-04 False None
1996 667435689202614272 NaN NaN 2015-11-19 20:14:03 +0000 <a href="http://twitter.com/download/iphone" r... Ermergerd 12/10 https://t.co/PQni2sjPsm NaN NaN NaN https://twitter.com/dog_rates/status/667435689... ... Rottweiler 0.999091 True miniature_pinscher 0.000450 True black-and-tan_coonhound 1.571400e-04 True None
1997 667405339315146752 NaN NaN 2015-11-19 18:13:27 +0000 <a href="http://twitter.com/download/iphone" r... This is Biden. Biden just tripped... 7/10 http... NaN NaN NaN https://twitter.com/dog_rates/status/667405339... ... Saint_Bernard 0.381377 True Leonberg 0.127998 True golden_retriever 6.935680e-02 True None
1999 667369227918143488 NaN NaN 2015-11-19 15:49:57 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a neat pup. Very white. Cool shad... NaN NaN NaN https://twitter.com/dog_rates/status/667369227... ... teddy 0.709545 False bath_towel 0.127285 False Christmas_stocking 2.856750e-02 False None
2002 667192066997374976 NaN NaN 2015-11-19 04:05:59 +0000 <a href="http://twitter.com/download/iphone" r... *takes several long deep breaths* omg omg oMG ... NaN NaN NaN https://twitter.com/dog_rates/status/667192066... ... Rottweiler 0.283640 True miniature_pinscher 0.148112 True black-and-tan_coonhound 9.558480e-02 True None
2003 667188689915760640 NaN NaN 2015-11-19 03:52:34 +0000 <a href="http://twitter.com/download/iphone" r... Quite an advanced dog here. Impressively dress... NaN NaN NaN https://twitter.com/dog_rates/status/667188689... ... vacuum 0.335830 False swab 0.265278 False toilet_tissue 1.407030e-01 False None
2006 667176164155375616 NaN NaN 2015-11-19 03:02:47 +0000 <a href="http://twitter.com/download/iphone" r... These are strange dogs. All have toupees. Long... NaN NaN NaN https://twitter.com/dog_rates/status/667176164... ... soft-coated_wheaten_terrier 0.318981 True Lakeland_terrier 0.215218 True toy_poodle 1.060140e-01 True None
2009 667165590075940865 NaN NaN 2015-11-19 02:20:46 +0000 <a href="http://twitter.com/download/iphone" r... This is Churlie. AKA Fetty Woof. Lost eye savi... NaN NaN NaN https://twitter.com/dog_rates/status/667165590... ... miniature_pinscher 0.140173 True Rottweiler 0.134094 True beagle 8.189980e-02 True None
2016 667065535570550784 NaN NaN 2015-11-18 19:43:11 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a Hufflepuff. Loves vest. Eyes wi... NaN NaN NaN https://twitter.com/dog_rates/status/667065535... ... jigsaw_puzzle 0.560001 False doormat 0.103259 False space_heater 4.256800e-02 False None
2018 667044094246576128 NaN NaN 2015-11-18 18:17:59 +0000 <a href="http://twitter.com/download/iphone" r... 12/10 gimme now https://t.co/QZAnwgnOMB NaN NaN NaN https://twitter.com/dog_rates/status/667044094... ... golden_retriever 0.765266 True Labrador_retriever 0.206694 True seat_belt 1.066690e-02 False None
2021 666983947667116034 NaN NaN 2015-11-18 14:18:59 +0000 <a href="http://twitter.com/download/iphone" r... This is a curly Ticonderoga named Pepe. No fee... NaN NaN NaN https://twitter.com/dog_rates/status/666983947... ... swab 0.589446 False chain_saw 0.190142 False wig 3.450970e-02 False None
2022 666837028449972224 NaN NaN 2015-11-18 04:35:11 +0000 <a href="http://twitter.com/download/iphone" r... My goodness. Very rare dog here. Large. Tail d... NaN NaN NaN https://twitter.com/dog_rates/status/666837028... ... triceratops 0.442113 False armadillo 0.114071 False common_iguana 4.325530e-02 False None
2023 666835007768551424 NaN NaN 2015-11-18 04:27:09 +0000 <a href="http://twitter.com/download/iphone" r... These are Peruvian Feldspars. Their names are ... NaN NaN NaN https://twitter.com/dog_rates/status/666835007... ... Airedale 0.448459 True toy_poodle 0.124030 True teddy 1.101830e-01 False None
2024 666826780179869698 NaN NaN 2015-11-18 03:54:28 +0000 <a href="http://twitter.com/download/iphone" r... 12/10 simply brilliant pup https://t.co/V6ZzG4... NaN NaN NaN https://twitter.com/dog_rates/status/666826780... ... Maltese_dog 0.359383 True teddy 0.148759 False West_Highland_white_terrier 1.060070e-01 True None
2027 666786068205871104 NaN NaN 2015-11-18 01:12:41 +0000 <a href="http://twitter.com/download/iphone" r... Unfamiliar with this breed. Ears pointy af. Wo... NaN NaN NaN https://twitter.com/dog_rates/status/666786068... ... snail 0.999888 False slug 0.000055 False acorn 2.625800e-05 False None
2028 666781792255496192 NaN NaN 2015-11-18 00:55:42 +0000 <a href="http://twitter.com/download/iphone" r... This is a purebred Bacardi named Octaviath. Ca... NaN NaN NaN https://twitter.com/dog_rates/status/666781792... ... Italian_greyhound 0.618316 True Weimaraner 0.151363 True vizsla 8.598910e-02 True None
2031 666701168228331520 NaN NaN 2015-11-17 19:35:19 +0000 <a href="http://twitter.com/download/iphone" r... This is a golden Buckminsterfullerene named Jo... NaN NaN NaN https://twitter.com/dog_rates/status/666701168... ... Labrador_retriever 0.887707 True Chihuahua 0.029307 True French_bulldog 2.075630e-02 True None
2033 666649482315059201 NaN NaN 2015-11-17 16:09:56 +0000 <a href="http://twitter.com/download/iphone" r... Cool dog. Enjoys couch. Low monotone bark. Ver... NaN NaN NaN https://twitter.com/dog_rates/status/666649482... ... Border_collie 0.447803 True English_springer 0.170497 True collie 1.392060e-01 True None
2037 666437273139982337 NaN NaN 2015-11-17 02:06:42 +0000 <a href="http://twitter.com/download/iphone" r... Here we see a lone northeastern Cumberbatch. H... NaN NaN NaN https://twitter.com/dog_rates/status/666437273... ... Chihuahua 0.671853 True beagle 0.124680 True Saluki 4.409420e-02 True None
2038 666435652385423360 NaN NaN 2015-11-17 02:00:15 +0000 <a href="http://twitter.com/download/iphone" r... "Can you behave? You're ruining my wedding day... NaN NaN NaN https://twitter.com/dog_rates/status/666435652... ... Chesapeake_Bay_retriever 0.184130 True chain_saw 0.056775 False power_drill 3.676340e-02 False None
2040 666428276349472768 NaN NaN 2015-11-17 01:30:57 +0000 <a href="http://twitter.com/download/iphone" r... Here we have an Austrian Pulitzer. Collectors ... NaN NaN NaN https://twitter.com/dog_rates/status/666428276... ... Pembroke 0.371361 True chow 0.249394 True Pomeranian 2.418780e-01 True None
2041 666421158376562688 NaN NaN 2015-11-17 01:02:40 +0000 <a href="http://twitter.com/download/iphone" r... *internally screaming* 12/10 https://t.co/YMcr... NaN NaN NaN https://twitter.com/dog_rates/status/666421158... ... Blenheim_spaniel 0.906777 True cocker_spaniel 0.090346 True Shih-Tzu 1.116870e-03 True None
2043 666411507551481857 NaN NaN 2015-11-17 00:24:19 +0000 <a href="http://twitter.com/download/iphone" r... This is quite the dog. Gets really excited whe... NaN NaN NaN https://twitter.com/dog_rates/status/666411507... ... coho 0.404640 False barracouta 0.271485 False gar 1.899450e-01 False None
2044 666407126856765440 NaN NaN 2015-11-17 00:06:54 +0000 <a href="http://twitter.com/download/iphone" r... This is a southern Vesuvius bumblegruff. Can d... NaN NaN NaN https://twitter.com/dog_rates/status/666407126... ... black-and-tan_coonhound 0.529139 True bloodhound 0.244220 True flat-coated_retriever 1.738100e-01 True None
2045 666396247373291520 NaN NaN 2015-11-16 23:23:41 +0000 <a href="http://twitter.com/download/iphone" r... Oh goodness. A super rare northeast Qdoba kang... NaN NaN NaN https://twitter.com/dog_rates/status/666396247... ... Chihuahua 0.978108 True toy_terrier 0.009397 True papillon 4.576810e-03 True None
2046 666373753744588802 NaN NaN 2015-11-16 21:54:18 +0000 <a href="http://twitter.com/download/iphone" r... Those are sunglasses and a jean jacket. 11/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/666373753... ... soft-coated_wheaten_terrier 0.326467 True Afghan_hound 0.259551 True briard 2.068030e-01 True None
2047 666362758909284353 NaN NaN 2015-11-16 21:10:36 +0000 <a href="http://twitter.com/download/iphone" r... Unique dog here. Very small. Lives in containe... NaN NaN NaN https://twitter.com/dog_rates/status/666362758... ... guinea_pig 0.996496 False skunk 0.002402 False hamster 4.608630e-04 False None
2048 666353288456101888 NaN NaN 2015-11-16 20:32:58 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a mixed Asiago from the Galápagos... NaN NaN NaN https://twitter.com/dog_rates/status/666353288... ... malamute 0.336874 True Siberian_husky 0.147655 True Eskimo_dog 9.341240e-02 True None
2049 666345417576210432 NaN NaN 2015-11-16 20:01:42 +0000 <a href="http://twitter.com/download/iphone" r... Look at this jokester thinking seat belt laws ... NaN NaN NaN https://twitter.com/dog_rates/status/666345417... ... golden_retriever 0.858744 True Chesapeake_Bay_retriever 0.054787 True Labrador_retriever 1.424090e-02 True None
2050 666337882303524864 NaN NaN 2015-11-16 19:31:45 +0000 <a href="http://twitter.com/download/iphone" r... This is an extremely rare horned Parthenon. No... NaN NaN NaN https://twitter.com/dog_rates/status/666337882... ... ox 0.416669 False Newfoundland 0.278407 True groenendael 1.026430e-01 True None
2052 666287406224695296 NaN NaN 2015-11-16 16:11:11 +0000 <a href="http://twitter.com/download/iphone" r... This is an Albanian 3 1/2 legged Episcopalian... NaN NaN NaN https://twitter.com/dog_rates/status/666287406... ... Maltese_dog 0.857531 True toy_poodle 0.063064 True miniature_poodle 2.558060e-02 True None
2053 666273097616637952 NaN NaN 2015-11-16 15:14:19 +0000 <a href="http://twitter.com/download/iphone" r... Can take selfies 11/10 https://t.co/ws2AMaNwPW NaN NaN NaN https://twitter.com/dog_rates/status/666273097... ... Italian_greyhound 0.176053 True toy_terrier 0.111884 True basenji 1.111520e-01 True None
2054 666268910803644416 NaN NaN 2015-11-16 14:57:41 +0000 <a href="http://twitter.com/download/iphone" r... Very concerned about fellow dog trapped in com... NaN NaN NaN https://twitter.com/dog_rates/status/666268910... ... desktop_computer 0.086502 False desk 0.085547 False bookcase 7.947970e-02 False None
2055 666104133288665088 NaN NaN 2015-11-16 04:02:55 +0000 <a href="http://twitter.com/download/iphone" r... Not familiar with this breed. No tail (weird).... NaN NaN NaN https://twitter.com/dog_rates/status/666104133... ... hen 0.965932 False cock 0.033919 False partridge 5.206580e-05 False None
2056 666102155909144576 NaN NaN 2015-11-16 03:55:04 +0000 <a href="http://twitter.com/download/iphone" r... Oh my. Here you are seeing an Adobe Setter giv... NaN NaN NaN https://twitter.com/dog_rates/status/666102155... ... English_setter 0.298617 True Newfoundland 0.149842 True borzoi 1.336490e-01 True None
2057 666099513787052032 NaN NaN 2015-11-16 03:44:34 +0000 <a href="http://twitter.com/download/iphone" r... Can stand on stump for what seems like a while... NaN NaN NaN https://twitter.com/dog_rates/status/666099513... ... Lhasa 0.582330 True Shih-Tzu 0.166192 True Dandie_Dinmont 8.968830e-02 True None
2058 666094000022159362 NaN NaN 2015-11-16 03:22:39 +0000 <a href="http://twitter.com/download/iphone" r... This appears to be a Mongolian Presbyterian mi... NaN NaN NaN https://twitter.com/dog_rates/status/666094000... ... bloodhound 0.195217 True German_shepherd 0.078260 True malinois 7.562780e-02 True None
2060 666073100786774016 NaN NaN 2015-11-16 01:59:36 +0000 <a href="http://twitter.com/download/iphone" r... Let's hope this flight isn't Malaysian (lol). ... NaN NaN NaN https://twitter.com/dog_rates/status/666073100... ... Walker_hound 0.260857 True English_foxhound 0.175382 True Ibizan_hound 9.747050e-02 True None
2061 666071193221509120 NaN NaN 2015-11-16 01:52:02 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a northern speckled Rhododendron.... NaN NaN NaN https://twitter.com/dog_rates/status/666071193... ... Gordon_setter 0.503672 True Yorkshire_terrier 0.174201 True Pekinese 1.094540e-01 True None
2062 666063827256086533 NaN NaN 2015-11-16 01:22:45 +0000 <a href="http://twitter.com/download/iphone" r... This is the happiest dog you will ever see. Ve... NaN NaN NaN https://twitter.com/dog_rates/status/666063827... ... golden_retriever 0.775930 True Tibetan_mastiff 0.093718 True Labrador_retriever 7.242660e-02 True None
2064 666057090499244032 NaN NaN 2015-11-16 00:55:59 +0000 <a href="http://twitter.com/download/iphone" r... My oh my. This is a rare blond Canadian terrie... NaN NaN NaN https://twitter.com/dog_rates/status/666057090... ... shopping_cart 0.962465 False shopping_basket 0.014594 False golden_retriever 7.958960e-03 True None
2065 666055525042405380 NaN NaN 2015-11-16 00:49:46 +0000 <a href="http://twitter.com/download/iphone" r... Here is a Siberian heavily armored polar bear ... NaN NaN NaN https://twitter.com/dog_rates/status/666055525... ... chow 0.692517 True Tibetan_mastiff 0.058279 True fur_coat 5.444860e-02 False None
2066 666051853826850816 NaN NaN 2015-11-16 00:35:11 +0000 <a href="http://twitter.com/download/iphone" r... This is an odd dog. Hard on the outside but lo... NaN NaN NaN https://twitter.com/dog_rates/status/666051853... ... box_turtle 0.933012 False mud_turtle 0.045885 False terrapin 1.788530e-02 False None
2067 666050758794694657 NaN NaN 2015-11-16 00:30:50 +0000 <a href="http://twitter.com/download/iphone" r... This is a truly beautiful English Wilson Staff... NaN NaN NaN https://twitter.com/dog_rates/status/666050758... ... Bernese_mountain_dog 0.651137 True English_springer 0.263788 True Greater_Swiss_Mountain_dog 1.619920e-02 True None
2068 666049248165822465 NaN NaN 2015-11-16 00:24:50 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a 1949 1st generation vulpix. Enj... NaN NaN NaN https://twitter.com/dog_rates/status/666049248... ... miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 1.546290e-01 True None
2070 666033412701032449 NaN NaN 2015-11-15 23:21:54 +0000 <a href="http://twitter.com/download/iphone" r... Here is a very happy pup. Big fan of well-main... NaN NaN NaN https://twitter.com/dog_rates/status/666033412... ... German_shepherd 0.596461 True malinois 0.138584 True bloodhound 1.161970e-01 True None
2071 666029285002620928 NaN NaN 2015-11-15 23:05:30 +0000 <a href="http://twitter.com/download/iphone" r... This is a western brown Mitsubishi terrier. Up... NaN NaN NaN https://twitter.com/dog_rates/status/666029285... ... redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 7.201000e-02 True None
2072 666020888022790149 NaN NaN 2015-11-15 22:32:08 +0000 <a href="http://twitter.com/download/iphone" r... Here we have a Japanese Irish Setter. Lost eye... NaN NaN NaN https://twitter.com/dog_rates/status/666020888... ... Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 6.142850e-02 True None

675 rows × 60 columns

Define

  1. Correct incorrect dtypes
In [47]:
master_df_clean.dtypes
Out[47]:
tweet_id                                       int64
in_reply_to_status_id_x                      float64
in_reply_to_user_id_x                        float64
timestamp                                     object
source_x                                      object
text                                          object
retweeted_status_id                          float64
retweeted_status_user_id                     float64
retweeted_status_timestamp                    object
expanded_urls                                 object
rating_numerator                               int64
rating_denominator                             int64
name                                          object
doggo                                         object
floofer                                       object
pupper                                        object
puppo                                         object
created_at                       datetime64[ns, UTC]
id                                             int64
id_str                                         int64
full_text                                     object
truncated                                       bool
display_text_range                            object
entities                                      object
extended_entities                             object
source_y                                      object
in_reply_to_status_id_y                      float64
in_reply_to_status_id_str                    float64
in_reply_to_user_id_y                        float64
in_reply_to_user_id_str                      float64
in_reply_to_screen_name                       object
user                                          object
geo                                          float64
coordinates                                  float64
place                                         object
contributors                                 float64
is_quote_status                                 bool
retweet_count                                  int64
favorite_count                                 int64
favorited                                       bool
retweeted                                       bool
possibly_sensitive                           float64
possibly_sensitive_appealable                float64
lang                                          object
retweeted_status                              object
quoted_status_id                             float64
quoted_status_id_str                         float64
quoted_status                                 object
jpg_url                                       object
img_num                                        int64
p1                                            object
p1_conf                                      float64
p1_dog                                          bool
p2                                            object
p2_conf                                      float64
p2_dog                                          bool
p3                                            object
p3_conf                                      float64
p3_dog                                          bool
gender                                        object
dtype: object

Code

In [48]:
from datetime import datetime
#Convert tweet_id,id,id_str to string and timestamp to datetime object
master_df_clean['tweet_id']=master_df_clean['tweet_id'].astype(str,errors='ignore')
master_df_clean['id']=master_df_clean['id'].astype(str,errors='ignore')
master_df_clean['id_str']=master_df_clean['id_str'].astype(str,errors='ignore')
master_df_clean['timestamp']=pd.to_datetime(master_df_clean['timestamp'],errors='ignore')

Test

In [49]:
master_df_clean.dtypes
Out[49]:
tweet_id                                      object
in_reply_to_status_id_x                      float64
in_reply_to_user_id_x                        float64
timestamp                        datetime64[ns, UTC]
source_x                                      object
text                                          object
retweeted_status_id                          float64
retweeted_status_user_id                     float64
retweeted_status_timestamp                    object
expanded_urls                                 object
rating_numerator                               int64
rating_denominator                             int64
name                                          object
doggo                                         object
floofer                                       object
pupper                                        object
puppo                                         object
created_at                       datetime64[ns, UTC]
id                                            object
id_str                                        object
full_text                                     object
truncated                                       bool
display_text_range                            object
entities                                      object
extended_entities                             object
source_y                                      object
in_reply_to_status_id_y                      float64
in_reply_to_status_id_str                    float64
in_reply_to_user_id_y                        float64
in_reply_to_user_id_str                      float64
in_reply_to_screen_name                       object
user                                          object
geo                                          float64
coordinates                                  float64
place                                         object
contributors                                 float64
is_quote_status                                 bool
retweet_count                                  int64
favorite_count                                 int64
favorited                                       bool
retweeted                                       bool
possibly_sensitive                           float64
possibly_sensitive_appealable                float64
lang                                          object
retweeted_status                              object
quoted_status_id                             float64
quoted_status_id_str                         float64
quoted_status                                 object
jpg_url                                       object
img_num                                        int64
p1                                            object
p1_conf                                      float64
p1_dog                                          bool
p2                                            object
p2_conf                                      float64
p2_dog                                          bool
p3                                            object
p3_conf                                      float64
p3_dog                                          bool
gender                                        object
dtype: object

Define:

  1. Extract doggo,floofer,pupper,puppo from text column into one

Code

In [50]:
master_df_clean[['doggo', 'floofer', 'pupper', 'puppo']].sample(10)
Out[50]:
doggo floofer pupper puppo
366 doggo None pupper None
816 None None None None
1386 None None None None
750 doggo None None None
315 None None None puppo
1950 None None None None
1454 None None None None
464 doggo None pupper None
919 None None None None
596 None None None None
In [51]:
# Extract the dog stage names from the the 4 individual columns and combine into one 'stage' column
# https://stackoverflow.com/questions/44061607/pandas-lambda-function-with-nan-support

stages= ['doggo', 'floofer', 'pupper', 'puppo']
for stage in stages:
    master_df_clean[stage] = archive_clean[stage].apply(lambda x: np.NaN if x == 'None' else x)
    
master_df_clean['life_stage'] = master_df_clean[['doggo', 'floofer', 'pupper', 'puppo']].astype(str).sum(1)
master_df_clean['life_stage'] = master_df_clean['life_stage'].apply(lambda x: x.replace('nan', ''))
master_df_clean['life_stage'] = master_df_clean['life_stage'].apply(lambda x: np.NaN if x == '' else x)

master_df_clean['life_stage'].replace({'doggopupper':'doggo pupper', 
                                'doggofloofer':'doggo floofer',
                                'doggopuppo':'doggo puppo',
                                '':None}, inplace=True)
In [52]:
master_df_clean.columns
Out[52]:
Index(['tweet_id', 'in_reply_to_status_id_x', 'in_reply_to_user_id_x',
       'timestamp', 'source_x', 'text', 'retweeted_status_id',
       'retweeted_status_user_id', 'retweeted_status_timestamp',
       'expanded_urls', 'rating_numerator', 'rating_denominator', 'name',
       'doggo', 'floofer', 'pupper', 'puppo', 'created_at', 'id', 'id_str',
       'full_text', 'truncated', 'display_text_range', 'entities',
       'extended_entities', 'source_y', 'in_reply_to_status_id_y',
       'in_reply_to_status_id_str', 'in_reply_to_user_id_y',
       'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo',
       'coordinates', 'place', 'contributors', 'is_quote_status',
       'retweet_count', 'favorite_count', 'favorited', 'retweeted',
       'possibly_sensitive', 'possibly_sensitive_appealable', 'lang',
       'retweeted_status', 'quoted_status_id', 'quoted_status_id_str',
       'quoted_status', 'jpg_url', 'img_num', 'p1', 'p1_conf', 'p1_dog', 'p2',
       'p2_conf', 'p2_dog', 'p3', 'p3_conf', 'p3_dog', 'gender', 'life_stage'],
      dtype='object')
In [53]:
#Drop 'doggo', 'floofer', 'pupper', 'puppo' columns
master_df_clean.drop(['doggo', 'floofer', 'pupper', 'puppo'], axis=1, inplace=True)

Test

In [54]:
#Check if the 'doggo', 'floofer', 'pupper', 'puppo' columns have been dropped
master_df_clean.columns
Out[54]:
Index(['tweet_id', 'in_reply_to_status_id_x', 'in_reply_to_user_id_x',
       'timestamp', 'source_x', 'text', 'retweeted_status_id',
       'retweeted_status_user_id', 'retweeted_status_timestamp',
       'expanded_urls', 'rating_numerator', 'rating_denominator', 'name',
       'created_at', 'id', 'id_str', 'full_text', 'truncated',
       'display_text_range', 'entities', 'extended_entities', 'source_y',
       'in_reply_to_status_id_y', 'in_reply_to_status_id_str',
       'in_reply_to_user_id_y', 'in_reply_to_user_id_str',
       'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place',
       'contributors', 'is_quote_status', 'retweet_count', 'favorite_count',
       'favorited', 'retweeted', 'possibly_sensitive',
       'possibly_sensitive_appealable', 'lang', 'retweeted_status',
       'quoted_status_id', 'quoted_status_id_str', 'quoted_status', 'jpg_url',
       'img_num', 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf', 'p2_dog', 'p3',
       'p3_conf', 'p3_dog', 'gender', 'life_stage'],
      dtype='object')

Define

  1. Clean the prediction columns names and combine into one

Code

In [55]:
master_df_clean[['img_num', 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf', 'p2_dog', 'p3',
       'p3_conf', 'p3_dog']].sample(10)
Out[55]:
img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
249 3 swing 0.967066 False American_Staffordshire_terrier 0.012731 True Staffordshire_bullterrier 0.007039 True
285 1 Border_terrier 0.394486 True Staffordshire_bullterrier 0.376574 True American_Staffordshire_terrier 0.031292 True
498 1 golden_retriever 0.893775 True Labrador_retriever 0.070140 True doormat 0.008419 False
1632 1 Brabancon_griffon 0.409909 True malinois 0.244649 True bull_mastiff 0.074819 True
896 1 Pembroke 0.935307 True Cardigan 0.049874 True Chihuahua 0.011603 True
1441 1 soft-coated_wheaten_terrier 0.289598 True West_Highland_white_terrier 0.157195 True toy_poodle 0.074435 True
64 1 basset 0.320420 True collie 0.215975 True Appenzeller 0.128507 True
1737 1 carton 0.952613 False crate 0.035376 False pug 0.003267 True
1744 1 pug 0.863385 True shopping_cart 0.125746 False Border_terrier 0.002972 True
85 3 pug 0.999120 True French_bulldog 0.000552 True bull_mastiff 0.000073 True
In [56]:
#Rename 'p1', 'p1_conf', 'p1_dog', 'p2', 'p2_conf', 'p2_dog', 'p3','p3_conf', 'p3_dog' columns
master_df_clean.rename(columns={'p1':'first_prediction', 'p1_conf':'first_prediction_confidence', 'p1_dog':'is_first_prediction_dog', 
                       'p2':'second_prediction','p2_conf':'second_prediction_confidence', 'p2_dog':'is_second_prediction_dog',
                       'p3':'third_prediction','p3_conf':'third_prediction_confidence', 'p3_dog':'is_third_prediction_dog'},inplace=True)
In [57]:
master_df_clean[['img_num', 'first_prediction', 'first_prediction_confidence',
       'is_first_prediction_dog', 'second_prediction',
       'second_prediction_confidence', 'is_second_prediction_dog',
       'third_prediction', 'third_prediction_confidence',
       'is_third_prediction_dog']].sample(10)
Out[57]:
img_num first_prediction first_prediction_confidence is_first_prediction_dog second_prediction second_prediction_confidence is_second_prediction_dog third_prediction third_prediction_confidence is_third_prediction_dog
266 1 Pekinese 0.988916 True Brabancon_griffon 0.001677 True Siamese_cat 0.001126 False
1278 1 snorkel 0.526536 False muzzle 0.048089 False scuba_diver 0.034226 False
598 1 pug 0.919255 True French_bulldog 0.032350 True bull_mastiff 0.028468 True
170 1 Staffordshire_bullterrier 0.757547 True American_Staffordshire_terrier 0.149950 True Chesapeake_Bay_retriever 0.047523 True
1828 1 axolotl 0.611558 False tailed_frog 0.186484 False common_newt 0.078694 False
376 1 Chihuahua 0.756992 True Pomeranian 0.052850 True Maltese_dog 0.047608 True
1840 1 sea_urchin 0.493257 False porcupine 0.460565 False cardoon 0.008146 False
1224 1 basenji 0.748904 True Cardigan 0.121102 True Pembroke 0.111767 True
543 3 schipperke 0.363272 True kelpie 0.197021 True Norwegian_elkhound 0.151024 True
839 1 chow 0.575637 True Pomeranian 0.195950 True Norwich_terrier 0.141224 True
In [58]:
#Pick the first true dog_breed precidiction together with the confidence interval
prediction_breed = []
confidence = []

def get_prediction_confidence(dataframe):
    if dataframe['is_first_prediction_dog'] == True:
        prediction_breed.append(dataframe['first_prediction'])
        confidence.append(dataframe['first_prediction_confidence'])
    elif dataframe['is_second_prediction_dog'] == True:
        prediction_breed.append(dataframe['second_prediction'])
        confidence.append(dataframe['second_prediction_confidence'])
    elif dataframe['is_third_prediction_dog'] == True:
        prediction_breed.append(dataframe['third_prediction'])
        confidence.append(dataframe['third_prediction_confidence'])
    else:
        prediction_breed.append('None')
        confidence.append(0)

master_df_clean.apply(get_prediction_confidence, axis=1)
master_df_clean['prediction_breed'] = prediction_breed
master_df_clean['confidence'] = confidence

Test

In [59]:
master_df_clean[['prediction_breed','confidence']].sample(10
                                                    )
Out[59]:
prediction_breed confidence
180 schipperke 0.907559
1953 Chihuahua 0.664834
949 flat-coated_retriever 0.656463
2015 Chihuahua 0.483682
1151 Pomeranian 0.491022
560 Pembroke 0.709512
1885 basset 0.749394
1976 None 0.000000
190 Airedale 0.495380
255 None 0.000000

Define

  1. Capitalize dog breed names and remove the underscores

Code

In [60]:
#Capitalize dog_breed
master_df_clean['prediction_breed']=master_df_clean['prediction_breed'].str.capitalize()
In [61]:
master_df_clean.prediction_breed.value_counts()
Out[61]:
None                              323
Golden_retriever                  173
Labrador_retriever                113
Chihuahua                          95
Pembroke                           95
Pug                                65
Toy_poodle                         52
Chow                               51
Samoyed                            46
Pomeranian                         42
Malamute                           34
Cocker_spaniel                     34
French_bulldog                     32
Chesapeake_bay_retriever           31
Miniature_pinscher                 26
Cardigan                           23
Staffordshire_bullterrier          22
Eskimo_dog                         22
Beagle                             21
German_shepherd                    21
Siberian_husky                     20
Shih-tzu                           20
Maltese_dog                        19
Lakeland_terrier                   19
Shetland_sheepdog                  19
Rottweiler                         19
Kuvasz                             19
Italian_greyhound                  17
Basset                             17
West_highland_white_terrier        16
American_staffordshire_terrier     16
Old_english_sheepdog               15
Schipperke                         15
Soft-coated_wheaten_terrier        15
Great_pyrenees                     15
Pekinese                           14
Vizsla                             14
Dalmatian                          13
Kelpie                             13
Norwegian_elkhound                 12
Standard_poodle                    12
Boston_bull                        12
Border_collie                      12
Airedale                           12
Boxer                              11
Great_dane                         11
Bernese_mountain_dog               11
Whippet                            11
Collie                             11
Malinois                           11
Borzoi                             11
Blenheim_spaniel                   11
English_springer                   11
Yorkshire_terrier                  10
Basenji                             9
Doberman                            9
English_setter                      9
Saint_bernard                       8
German_short-haired_pointer         8
Miniature_poodle                    8
Brittany_spaniel                    8
Flat-coated_retriever               8
Papillon                            8
Norfolk_terrier                     7
Mexican_hairless                    7
Bloodhound                          7
Border_terrier                      7
Dandie_dinmont                      7
Newfoundland                        7
Irish_terrier                       7
Redbone                             6
Bedlington_terrier                  6
Irish_setter                        6
Tibetan_mastiff                     5
Norwich_terrier                     5
Ibizan_hound                        5
Bull_mastiff                        5
Lhasa                               5
Walker_hound                        5
Miniature_schnauzer                 5
Keeshond                            4
Bluetick                            4
Tibetan_terrier                     4
Scottish_deerhound                  4
Rhodesian_ridgeback                 4
Saluki                              4
Weimaraner                          4
Gordon_setter                       4
Welsh_springer_spaniel              4
Giant_schnauzer                     4
Afghan_hound                        4
Greater_swiss_mountain_dog          3
Irish_water_spaniel                 3
Curly-coated_retriever              3
Brabancon_griffon                   3
Leonberg                            3
Briard                              3
Toy_terrier                         3
Cairn                               3
Komondor                            3
Groenendael                         2
Appenzeller                         2
Sussex_spaniel                      2
Australian_terrier                  2
Black-and-tan_coonhound             2
Wire-haired_fox_terrier             2
Bouvier_des_flandres                1
Silky_terrier                       1
Clumber                             1
Scotch_terrier                      1
Entlebucher                         1
Japanese_spaniel                    1
Standard_schnauzer                  1
Irish_wolfhound                     1
Name: prediction_breed, dtype: int64
In [62]:
#Remove the underscores in the names
master_df_clean['prediction_breed']=master_df_clean['prediction_breed'].str.replace('_',' ')
master_df_clean['prediction_breed']=master_df_clean['prediction_breed'].str.replace('-',' ')

Test

In [63]:
master_df_clean.prediction_breed.value_counts()
Out[63]:
None                              323
Golden retriever                  173
Labrador retriever                113
Chihuahua                          95
Pembroke                           95
Pug                                65
Toy poodle                         52
Chow                               51
Samoyed                            46
Pomeranian                         42
Malamute                           34
Cocker spaniel                     34
French bulldog                     32
Chesapeake bay retriever           31
Miniature pinscher                 26
Cardigan                           23
Staffordshire bullterrier          22
Eskimo dog                         22
Beagle                             21
German shepherd                    21
Siberian husky                     20
Shih tzu                           20
Maltese dog                        19
Lakeland terrier                   19
Shetland sheepdog                  19
Rottweiler                         19
Kuvasz                             19
Italian greyhound                  17
Basset                             17
West highland white terrier        16
American staffordshire terrier     16
Old english sheepdog               15
Schipperke                         15
Soft coated wheaten terrier        15
Great pyrenees                     15
Pekinese                           14
Vizsla                             14
Dalmatian                          13
Kelpie                             13
Norwegian elkhound                 12
Standard poodle                    12
Boston bull                        12
Border collie                      12
Airedale                           12
Boxer                              11
Great dane                         11
Bernese mountain dog               11
Whippet                            11
Collie                             11
Malinois                           11
Borzoi                             11
Blenheim spaniel                   11
English springer                   11
Yorkshire terrier                  10
Basenji                             9
Doberman                            9
English setter                      9
Saint bernard                       8
German short haired pointer         8
Miniature poodle                    8
Brittany spaniel                    8
Flat coated retriever               8
Papillon                            8
Norfolk terrier                     7
Mexican hairless                    7
Bloodhound                          7
Border terrier                      7
Dandie dinmont                      7
Newfoundland                        7
Irish terrier                       7
Redbone                             6
Bedlington terrier                  6
Irish setter                        6
Tibetan mastiff                     5
Norwich terrier                     5
Ibizan hound                        5
Bull mastiff                        5
Lhasa                               5
Walker hound                        5
Miniature schnauzer                 5
Keeshond                            4
Bluetick                            4
Tibetan terrier                     4
Scottish deerhound                  4
Rhodesian ridgeback                 4
Saluki                              4
Weimaraner                          4
Gordon setter                       4
Welsh springer spaniel              4
Giant schnauzer                     4
Afghan hound                        4
Greater swiss mountain dog          3
Irish water spaniel                 3
Curly coated retriever              3
Brabancon griffon                   3
Leonberg                            3
Briard                              3
Toy terrier                         3
Cairn                               3
Komondor                            3
Groenendael                         2
Appenzeller                         2
Sussex spaniel                      2
Australian terrier                  2
Black and tan coonhound             2
Wire haired fox terrier             2
Bouvier des flandres                1
Silky terrier                       1
Clumber                             1
Scotch terrier                      1
Entlebucher                         1
Japanese spaniel                    1
Standard schnauzer                  1
Irish wolfhound                     1
Name: prediction_breed, dtype: int64

Define:

  1. Remove duplicated jpg_urls

Code

In [64]:
master_df_clean['jpg_url'].duplicated().sum()
Out[64]:
65
In [65]:
#Displaying duplicated rows
master_df_clean[master_df_clean['jpg_url'].duplicated()]
Out[65]:
tweet_id in_reply_to_status_id_x in_reply_to_user_id_x timestamp source_x text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls ... second_prediction second_prediction_confidence is_second_prediction_dog third_prediction third_prediction_confidence is_third_prediction_dog gender life_stage prediction_breed confidence
103 868880397819494401 NaN NaN 2017-05-28 17:23:24+00:00 <a href="http://twitter.com/download/iphone" r... This is Walter. He won't start hydrotherapy wi... NaN NaN NaN https://twitter.com/dog_rates/status/868880397... ... French_bulldog 0.099984 True printer 0.077130 False male NaN French bulldog 0.099984
282 830583320585068544 NaN NaN 2017-02-12 01:04:29+00:00 <a href="http://twitter.com/download/iphone" r... This is Lilly. She just parallel barked. Kindl... NaN NaN NaN https://twitter.com/dog_rates/status/830583320... ... seat_belt 0.057091 False pug 0.011933 True female NaN Labrador retriever 0.908703
288 829374341691346946 NaN NaN 2017-02-08 17:00:26+00:00 <a href="http://twitter.com/download/iphone" r... This is Astrid. She's a guide doggo in trainin... NaN NaN NaN https://twitter.com/dog_rates/status/829374341... ... American_Staffordshire_terrier 0.149950 True Chesapeake_Bay_retriever 0.047523 True female NaN Staffordshire bullterrier 0.757547
306 826958653328592898 NaN NaN 2017-02-02 01:01:21+00:00 <a href="http://twitter.com/download/iphone" r... This is Loki. He smiles like Elvis. Ain't noth... NaN NaN NaN https://twitter.com/dog_rates/status/826958653... ... Labrador_retriever 0.337053 True tennis_ball 0.008554 False male NaN Golden retriever 0.617389
333 822489057087389700 NaN NaN 2017-01-20 17:00:46+00:00 <a href="http://twitter.com/download/iphone" r... This is Paisley. She really wanted to be presi... NaN NaN NaN https://twitter.com/dog_rates/status/822489057... ... malamute 0.252706 True kuvasz 0.157028 True female NaN Samoyed 0.416769
335 822244816520155136 NaN NaN 2017-01-20 00:50:15+00:00 <a href="http://twitter.com/download/iphone" r... We only rate dogs. Please don't send pics of m... NaN NaN NaN https://twitter.com/dog_rates/status/822244816... ... Pomeranian 0.193654 True Arctic_fox 0.071648 False None NaN Samoyed 0.585441
357 819006400881917954 NaN NaN 2017-01-11 02:21:57+00:00 <a href="http://twitter.com/download/iphone" r... This is Sunny. She was also a very good First ... NaN NaN NaN https://twitter.com/dog_rates/status/819006400... ... palace 0.020089 False umbrella 0.007850 False female NaN None 0.000000
358 819004803107983360 NaN NaN 2017-01-11 02:15:36+00:00 <a href="http://twitter.com/download/iphone" r... This is Bo. He was a very good First Doggo. 14... NaN NaN NaN https://twitter.com/dog_rates/status/819004803... ... toy_poodle 0.271929 True Tibetan_terrier 0.094759 True male NaN Standard poodle 0.351308
368 817423860136083457 NaN NaN 2017-01-06 17:33:29+00:00 <a href="http://twitter.com/download/iphone" r... This is Ken. His cheeks are magic. 13/10 (IG: ... NaN NaN NaN https://twitter.com/dog_rates/status/817423860... ... Samoyed 0.201358 True Eskimo_dog 0.186789 True male NaN Samoyed 0.201358
382 815966073409433600 NaN NaN 2017-01-02 17:00:46+00:00 <a href="http://twitter.com/download/iphone" r... Here's a pupper with squeaky hiccups. Please e... NaN NaN NaN https://twitter.com/dog_rates/status/815966073... ... Tibetan_terrier 0.295690 True otterhound 0.036251 True None NaN Tibetan mastiff 0.506312
432 807106840509214720 NaN NaN 2016-12-09 06:17:20+00:00 <a href="http://twitter.com/download/iphone" r... This is Stephan. He just wants to help. 13/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/807106840... ... Pomeranian 0.120358 True toy_terrier 0.077008 True male NaN Chihuahua 0.505370
435 806629075125202948 NaN NaN 2016-12-07 22:38:52+00:00 <a href="http://twitter.com/download/iphone" r... "Good afternoon class today we're going to lea... NaN NaN NaN https://twitter.com/dog_rates/status/806629075... ... house_finch 0.209852 False cocker_spaniel 0.046403 True male NaN Cocker spaniel 0.046403
463 801167903437357056 NaN NaN 2016-11-22 20:58:07+00:00 <a href="http://twitter.com/download/iphone" r... This is Milo. I would do terrible things for M... NaN NaN NaN https://twitter.com/dog_rates/status/801167903... ... Dandie_Dinmont 0.061604 True English_setter 0.041331 True None NaN Cocker spaniel 0.740220
470 800141422401830912 NaN NaN 2016-11-20 00:59:15+00:00 <a href="http://twitter.com/download/iphone" r... This is Peaches. She's the ultimate selfie sid... NaN NaN NaN https://twitter.com/dog_rates/status/800141422... ... kuvasz 0.025119 True Labrador_retriever 0.022977 True female NaN Golden retriever 0.938048
495 796149749086875649 NaN NaN 2016-11-09 00:37:46+00:00 <a href="http://twitter.com/download/iphone" r... This is Ruby. She just turned on the news. Off... NaN NaN NaN https://twitter.com/dog_rates/status/796149749... ... Labrador_retriever 0.140798 True seat_belt 0.087355 False female NaN Golden retriever 0.600276
501 795076730285391872 NaN NaN 2016-11-06 01:33:58+00:00 <a href="http://twitter.com/download/iphone" r... This is Bailey. She loves going down slides bu... NaN NaN NaN https://twitter.com/dog_rates/status/795076730... ... harvester 0.049995 False swing 0.044660 False female doggo None 0.000000
507 793962221541933056 NaN NaN 2016-11-02 23:45:19+00:00 <a href="http://twitter.com/download/iphone" r... This is Maximus. His face is stuck like that. ... NaN NaN NaN https://twitter.com/dog_rates/status/793962221... ... golden_retriever 0.044462 True Staffordshire_bullterrier 0.016497 True male NaN Labrador retriever 0.861651
512 793286476301799424 NaN NaN 2016-11-01 03:00:09+00:00 <a href="http://twitter.com/download/iphone" r... This is Moreton. He's the Good Boy Who Lived. ... NaN NaN NaN https://twitter.com/dog_rates/status/793286476... ... borzoi 0.142204 True doormat 0.109677 False male NaN Afghan hound 0.274637
529 791672322847637504 NaN NaN 2016-10-27 16:06:04+00:00 <a href="http://twitter.com/download/iphone" r... When she says you're a good boy and you know y... NaN NaN NaN https://twitter.com/dog_rates/status/791672322... ... Labrador_retriever 0.219721 True kuvasz 0.015965 True male NaN Golden retriever 0.705092
534 790946055508652032 NaN NaN 2016-10-25 16:00:09+00:00 <a href="http://twitter.com/download/iphone" r... This is Betty. She's assisting with the dishes... NaN NaN NaN https://twitter.com/dog_rates/status/790946055... ... golden_retriever 0.245773 True chow 0.039012 True female NaN Golden retriever 0.245773
539 790277117346975746 NaN NaN 2016-10-23 19:42:02+00:00 <a href="http://twitter.com/download/iphone" r... This is Bruce. He never backs down from a chal... NaN NaN NaN https://twitter.com/dog_rates/status/790277117... ... Great_Dane 0.190503 True curly-coated_retriever 0.146427 True male NaN Labrador retriever 0.427742
540 789986466051088384 NaN NaN 2016-10-23 00:27:05+00:00 <a href="http://twitter.com/download/iphone" r... This is Happy. He's a bathtub reviewer. Seems ... NaN NaN NaN https://twitter.com/dog_rates/status/789986466... ... bathtub 0.325106 False golden_retriever 0.078530 True male NaN Golden retriever 0.078530
543 789530877013393408 NaN NaN 2016-10-21 18:16:44+00:00 <a href="http://twitter.com/download/iphone" r... This is Rizzy. She smiles a lot. 12/10 contagi... NaN NaN NaN https://twitter.com/dog_rates/status/789530877... ... kelpie 0.197021 True Norwegian_elkhound 0.151024 True female NaN Schipperke 0.363272
547 788765914992902144 NaN NaN 2016-10-19 15:37:03+00:00 <a href="http://twitter.com/download/iphone" r... This is Butter. She can have whatever she want... NaN NaN NaN https://twitter.com/dog_rates/status/788765914... ... golden_retriever 0.272734 True jigsaw_puzzle 0.041476 False female NaN Cocker spaniel 0.500509
570 784826020293709826 NaN NaN 2016-10-08 18:41:19+00:00 <a href="http://twitter.com/download/iphone" r... This is Rusty. He's going D1 for sure. Insane ... NaN NaN NaN https://twitter.com/dog_rates/status/784826020... ... binoculars 0.083499 False Irish_setter 0.077456 True male NaN Chow 0.090341
579 783334639985389568 NaN NaN 2016-10-04 15:55:06+00:00 <a href="http://twitter.com/download/iphone" r... This is Dave. He's currently in a predicament.... NaN NaN NaN https://twitter.com/dog_rates/status/783334639... ... Shetland_sheepdog 0.130611 True Pembroke 0.100842 True male NaN Cardigan 0.593858
581 782969140009107456 NaN NaN 2016-10-03 15:42:44+00:00 <a href="http://twitter.com/download/iphone" r... This is Cali. She arrived preassembled. Conven... NaN NaN NaN https://twitter.com/dog_rates/status/782969140... ... golden_retriever 0.171393 True Labrador_retriever 0.110592 True female pupper Golden retriever 0.171393
583 782722598790725632 NaN NaN 2016-10-02 23:23:04+00:00 <a href="http://twitter.com/download/iphone" r... This is Penny. She fought a bee and the bee wo... NaN NaN NaN https://twitter.com/dog_rates/status/782722598... ... golden_retriever 0.339251 True seat_belt 0.046108 False female pupper Irish setter 0.574557
595 780601303617732608 NaN NaN 2016-09-27 02:53:48+00:00 <a href="http://twitter.com/download/iphone" r... Meet Hercules. He can have whatever he wants f... NaN NaN NaN https://twitter.com/dog_rates/status/780601303... ... Cardigan 0.003044 True English_springer 0.001050 True male NaN Saint bernard 0.995143
601 779834332596887552 NaN NaN 2016-09-25 00:06:08+00:00 <a href="http://twitter.com/download/iphone" r... This is Scout. He really wants to kiss himself... NaN NaN NaN https://twitter.com/dog_rates/status/779834332... ... cocker_spaniel 0.003143 True Great_Pyrenees 0.000917 True male NaN Golden retriever 0.993830
604 779056095788752897 NaN NaN 2016-09-22 20:33:42+00:00 <a href="http://twitter.com/download/iphone" r... Everybody drop what you're doing and look at t... NaN NaN NaN https://twitter.com/dog_rates/status/779056095... ... toy_terrier 0.112943 True kelpie 0.053364 True None NaN Chihuahua 0.721188
616 777684233540206592 NaN NaN 2016-09-19 01:42:24+00:00 <a href="http://twitter.com/download/iphone" r... "Yep... just as I suspected. You're not flossi... NaN NaN NaN https://twitter.com/dog_rates/status/777684233... ... golden_retriever 0.162850 True otterhound 0.110921 True None doggo Cocker spaniel 0.253442
625 776113305656188928 NaN NaN 2016-09-14 17:40:06+00:00 <a href="http://twitter.com/download/iphone" r... This is Sampson. He's about to get hit with a ... NaN NaN NaN https://twitter.com/dog_rates/status/776113305... ... black_widow 0.093940 False paddlewheel 0.017492 False male NaN None 0.000000
632 775085132600442880 NaN NaN 2016-09-11 21:34:30+00:00 <a href="http://twitter.com/download/iphone" r... This is Tucker. He would like a hug. 13/10 som... NaN NaN NaN https://twitter.com/dog_rates/status/775085132... ... golden_retriever 0.241929 True Pomeranian 0.157524 True male NaN Chow 0.316565
640 773547596996571136 NaN NaN 2016-09-07 15:44:53+00:00 <a href="http://twitter.com/download/iphone" r... This is Chelsea. She forgot how to dog. 11/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/773547596... ... Chesapeake_Bay_retriever 0.137187 True malamute 0.071436 True female NaN Norwegian elkhound 0.372202
653 771770456517009408 NaN NaN 2016-09-02 18:03:10+00:00 <a href="http://twitter.com/download/iphone" r... This is Davey. He'll have your daughter home b... NaN NaN NaN https://twitter.com/dog_rates/status/771770456... ... collie 0.192031 True Border_collie 0.121626 True None NaN Papillon 0.533180
667 769940425801170949 NaN NaN 2016-08-28 16:51:16+00:00 <a href="http://twitter.com/download/iphone" r... This is Klein. These pics were taken a month a... NaN NaN NaN https://twitter.com/dog_rates/status/769940425... ... Chihuahua 0.155413 True Staffordshire_bullterrier 0.030943 True male NaN Miniature pinscher 0.796313
692 765222098633691136 NaN NaN 2016-08-15 16:22:20+00:00 <a href="http://twitter.com/download/iphone" r... This is Gromit. He's pupset because there's no... NaN NaN NaN https://twitter.com/dog_rates/status/765222098... ... whippet 0.151047 True American_Staffordshire_terrier 0.096435 True male NaN Dalmatian 0.556595
695 763837565564780549 NaN NaN 2016-08-11 20:40:41+00:00 <a href="http://twitter.com/download/iphone" r... This is Alfie. He's touching a butt. Couldn't ... NaN NaN NaN https://twitter.com/dog_rates/status/763837565... ... jean 0.069362 False keeshond 0.050528 True male NaN Malamute 0.375098
712 761004547850530816 NaN NaN 2016-08-04 01:03:17+00:00 <a href="http://twitter.com/download/iphone" r... This is Bo and Ty. Bo eats paper and Ty felt l... NaN NaN NaN https://twitter.com/dog_rates/status/761004547... ... Sussex_spaniel 0.064897 True Labrador_retriever 0.047704 True None NaN Golden retriever 0.735163
789 750429297815552001 NaN NaN 2016-07-05 20:41:01+00:00 <a href="http://twitter.com/download/iphone" r... This is Arnie. He's a Nova Scotian Fridge Floo... NaN NaN NaN https://twitter.com/dog_rates/status/750429297... ... Labrador_retriever 0.011584 True refrigerator 0.007499 False male pupper Golden retriever 0.964929
863 742423170473463808 NaN NaN 2016-06-13 18:27:32+00:00 <a href="http://twitter.com/download/iphone" r... This is Bell. She likes holding hands. 12/10 w... NaN NaN NaN https://twitter.com/dog_rates/status/742423170... ... Brabancon_griffon 0.001186 True French_bulldog 0.000428 True female NaN Pug 0.997310
871 741067306818797568 NaN NaN 2016-06-10 00:39:48+00:00 <a href="http://twitter.com/download/iphone" r... This is just downright precious af. 12/10 for ... NaN NaN NaN https://twitter.com/dog_rates/status/741067306... ... Labrador_retriever 0.052956 True kelpie 0.035711 True None NaN Golden retriever 0.843799
884 739544079319588864 NaN NaN 2016-06-05 19:47:03+00:00 <a href="http://twitter.com/download/iphone" r... This... is a Tyrannosaurus rex. We only rate d... NaN NaN NaN https://twitter.com/dog_rates/status/739544079... ... golden_retriever 0.016641 True ice_bear 0.014858 False None NaN Labrador retriever 0.967397
917 733109485275860992 NaN NaN 2016-05-19 01:38:16+00:00 <a href="http://twitter.com/download/iphone" r... Like father (doggo), like son (pupper). Both 1... NaN NaN NaN https://twitter.com/dog_rates/status/733109485... ... Labrador_retriever 0.042319 True doormat 0.003956 False None pupper Golden retriever 0.945523
922 732005617171337216 NaN NaN 2016-05-16 00:31:53+00:00 <a href="http://twitter.com/download/iphone" r... This is Larry. He has no self control. Tongue ... NaN NaN NaN https://twitter.com/dog_rates/status/732005617... ... Border_collie 0.052724 True cocker_spaniel 0.048572 True male puppo English setter 0.677408
954 725842289046749185 NaN NaN 2016-04-29 00:21:01+00:00 <a href="http://twitter.com/download/iphone" r... This is Colby. He's currently regretting all t... NaN NaN NaN https://twitter.com/dog_rates/status/725842289... ... miniature_poodle 0.132640 True Chesapeake_Bay_retriever 0.121523 True male NaN Toy poodle 0.420463
1027 712809025985978368 NaN NaN 2016-03-24 01:11:29+00:00 <a href="http://twitter.com/download/iphone" r... This is Stubert. He just arrived. 10/10 https:... NaN NaN NaN https://twitter.com/dog_rates/status/712809025... ... carton 0.095095 False pug 0.007651 True male NaN Labrador retriever 0.868671
1039 711694788429553666 NaN NaN 2016-03-20 23:23:54+00:00 <a href="http://twitter.com/download/iphone" r... Oh. My. God. 13/10 magical af https://t.co/Ezu... NaN NaN NaN https://twitter.com/dog_rates/status/711694788... ... Indian_elephant 0.172844 False water_buffalo 0.038902 False None doggo None 0.000000
1087 707610948723478529 NaN NaN 2016-03-09 16:56:11+00:00 <a href="http://twitter.com/download/iphone" r... This is Harper. She scraped her elbow attempti... NaN NaN NaN https://twitter.com/dog_rates/status/707610948... ... cocker_spaniel 0.165930 True Chesapeake_Bay_retriever 0.118199 True female NaN Golden retriever 0.383223
1142 703041949650034688 NaN NaN 2016-02-26 02:20:37+00:00 <a href="http://twitter.com/download/iphone" r... This is an East African Chalupa Seal. We only ... NaN NaN NaN https://twitter.com/dog_rates/status/703041949... ... doormat 0.152445 False sea_lion 0.026364 False None pupper None 0.000000
1157 701214700881756160 NaN NaN 2016-02-21 01:19:47+00:00 <a href="http://twitter.com/download/iphone" r... I'm not sure what's happening here, but it's p... NaN NaN NaN https://twitter.com/dog_rates/status/701214700... ... Pembroke 0.159509 True basenji 0.084466 True None pupper Chihuahua 0.615163
1272 691416866452082688 NaN NaN 2016-01-25 00:26:41+00:00 <a href="http://twitter.com/download/iphone" r... I present to you... Dog Jesus. 13/10 (he could... NaN NaN NaN https://twitter.com/dog_rates/status/691416866... ... Irish_terrier 0.197314 True Airedale 0.082515 True None NaN Lakeland terrier 0.530104
1359 685325112850124800 NaN NaN 2016-01-08 05:00:14+00:00 <a href="http://twitter.com/download/iphone" r... "Tristan do not speak to me with that kind of ... NaN NaN NaN https://twitter.com/dog_rates/status/685325112... ... Labrador_retriever 0.398260 True kuvasz 0.005410 True None NaN Golden retriever 0.586937
1470 679828447187857408 NaN NaN 2015-12-24 00:58:27+00:00 <a href="http://twitter.com/download/iphone" r... Everybody look at this beautiful pupper 13/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/679828447... ... dalmatian 0.166246 True toy_terrier 0.117502 True None NaN Chihuahua 0.346545
1481 679158373988876288 NaN NaN 2015-12-22 04:35:49+00:00 <a href="http://twitter.com/download/iphone" r... This is Rubio. He has too much skin. 11/10 htt... NaN NaN NaN https://twitter.com/dog_rates/status/679158373... ... bull_mastiff 0.251530 True bath_towel 0.116806 False male NaN Pug 0.272205
1485 679062614270468097 NaN NaN 2015-12-21 22:15:18+00:00 <a href="http://twitter.com/download/iphone" r... This is Chompsky. He lives up to his name. 11/... NaN NaN NaN https://twitter.com/dog_rates/status/679062614... ... schipperke 0.045519 True German_shepherd 0.023353 True male NaN Schipperke 0.045519
1585 675501075957489664 NaN NaN 2015-12-12 02:23:01+00:00 <a href="http://twitter.com/download/iphone" r... I shall call him squishy and he shall be mine,... NaN NaN NaN https://twitter.com/dog_rates/status/675501075... ... bakery 0.027907 False French_loaf 0.018189 False male NaN None 0.000000
1592 675354435921575936 NaN NaN 2015-12-11 16:40:19+00:00 <a href="http://twitter.com" rel="nofollow">Tw... Everyone needs to watch this. 13/10 https://t.... NaN NaN NaN https://twitter.com/dog_rates/status/675354435... ... golden_retriever 0.181351 True Brittany_spaniel 0.162084 True None NaN Golden retriever 0.181351
1640 674291837063053312 NaN NaN 2015-12-08 18:17:56+00:00 <a href="http://twitter.com/download/iphone" r... This is Kenny. He just wants to be included in... NaN NaN NaN https://twitter.com/dog_rates/status/674291837... ... Pembroke 0.368566 True Chihuahua 0.003330 True male pupper Cardigan 0.611525
1690 673320132811366400 NaN NaN 2015-12-06 01:56:44+00:00 <a href="http://twitter.com/download/iphone" r... This is Frankie. He's wearing blush. 11/10 rea... NaN NaN NaN https://twitter.com/dog_rates/status/673320132... ... Pomeranian 0.012763 True Eskimo_dog 0.001853 True male NaN Samoyed 0.978833
1745 671896809300709376 NaN NaN 2015-12-02 03:40:57+00:00 <a href="http://twitter.com/download/iphone" r... This is Lola. She fell asleep on a piece of pi... NaN NaN NaN https://twitter.com/dog_rates/status/671896809... ... hamster 0.227150 False Pomeranian 0.056057 True female NaN Chow 0.243529
1831 670444955656130560 NaN NaN 2015-11-28 03:31:48+00:00 <a href="http://twitter.com/download/iphone" r... This is Paull. He just stubbed his toe. 10/10 ... NaN NaN NaN https://twitter.com/dog_rates/status/670444955... ... Brittany_spaniel 0.347609 True Welsh_springer_spaniel 0.137186 True male NaN English springer 0.403698
1848 670319130621435904 NaN NaN 2015-11-27 19:11:49+00:00 <a href="http://twitter.com/download/iphone" r... AT DAWN...\nWE RIDE\n\n11/10 https://t.co/QnfO... NaN NaN NaN https://twitter.com/dog_rates/status/670319130... ... briard 0.227716 True soft-coated_wheaten_terrier 0.223263 True None NaN Irish terrier 0.254856
1987 667509364010450944 NaN NaN 2015-11-20 01:06:48+00:00 <a href="http://twitter.com" rel="nofollow">Tw... This a Norwegian Pewterschmidt named Tickles. ... NaN NaN NaN https://twitter.com/dog_rates/status/667509364... ... Labrador_retriever 0.119256 True golden_retriever 0.082549 True None NaN Beagle 0.636169

65 rows × 59 columns

In [66]:
#Drop duplicates and keep the first occurences of the urls
master_df_clean=master_df_clean.drop_duplicates(subset=['jpg_url'],keep='first')

Test

In [67]:
#Checking for duplicated rows
master_df_clean[master_df_clean['jpg_url'].duplicated()]
Out[67]:
tweet_id in_reply_to_status_id_x in_reply_to_user_id_x timestamp source_x text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls ... second_prediction second_prediction_confidence is_second_prediction_dog third_prediction third_prediction_confidence is_third_prediction_dog gender life_stage prediction_breed confidence

0 rows × 59 columns

Define

  1. Convert NaN to None

Code

In [68]:
#Replace NaN to None
master_df_clean=master_df_clean.replace(np.nan,'None')

Test

In [69]:
master_df_clean.isnull().sum()
Out[69]:
tweet_id                         0
in_reply_to_status_id_x          0
in_reply_to_user_id_x            0
timestamp                        0
source_x                         0
text                             0
retweeted_status_id              0
retweeted_status_user_id         0
retweeted_status_timestamp       0
expanded_urls                    0
rating_numerator                 0
rating_denominator               0
name                             0
created_at                       0
id                               0
id_str                           0
full_text                        0
truncated                        0
display_text_range               0
entities                         0
extended_entities                0
source_y                         0
in_reply_to_status_id_y          0
in_reply_to_status_id_str        0
in_reply_to_user_id_y            0
in_reply_to_user_id_str          0
in_reply_to_screen_name          0
user                             0
geo                              0
coordinates                      0
place                            0
contributors                     0
is_quote_status                  0
retweet_count                    0
favorite_count                   0
favorited                        0
retweeted                        0
possibly_sensitive               0
possibly_sensitive_appealable    0
lang                             0
retweeted_status                 0
quoted_status_id                 0
quoted_status_id_str             0
quoted_status                    0
jpg_url                          0
img_num                          0
first_prediction                 0
first_prediction_confidence      0
is_first_prediction_dog          0
second_prediction                0
second_prediction_confidence     0
is_second_prediction_dog         0
third_prediction                 0
third_prediction_confidence      0
is_third_prediction_dog          0
gender                           0
life_stage                       0
prediction_breed                 0
confidence                       0
dtype: int64

Define

  1. Remove unnecessary columns

Test

In [70]:
master_df_clean.columns
Out[70]:
Index(['tweet_id', 'in_reply_to_status_id_x', 'in_reply_to_user_id_x',
       'timestamp', 'source_x', 'text', 'retweeted_status_id',
       'retweeted_status_user_id', 'retweeted_status_timestamp',
       'expanded_urls', 'rating_numerator', 'rating_denominator', 'name',
       'created_at', 'id', 'id_str', 'full_text', 'truncated',
       'display_text_range', 'entities', 'extended_entities', 'source_y',
       'in_reply_to_status_id_y', 'in_reply_to_status_id_str',
       'in_reply_to_user_id_y', 'in_reply_to_user_id_str',
       'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place',
       'contributors', 'is_quote_status', 'retweet_count', 'favorite_count',
       'favorited', 'retweeted', 'possibly_sensitive',
       'possibly_sensitive_appealable', 'lang', 'retweeted_status',
       'quoted_status_id', 'quoted_status_id_str', 'quoted_status', 'jpg_url',
       'img_num', 'first_prediction', 'first_prediction_confidence',
       'is_first_prediction_dog', 'second_prediction',
       'second_prediction_confidence', 'is_second_prediction_dog',
       'third_prediction', 'third_prediction_confidence',
       'is_third_prediction_dog', 'gender', 'life_stage', 'prediction_breed',
       'confidence'],
      dtype='object')
In [71]:
master_df_clean.drop(columns=['in_reply_to_status_id_x', 'in_reply_to_user_id_x','id', 'id_str', 'full_text', 'truncated',
       'display_text_range', 'entities', 'extended_entities', 'source_y','source_x',
       'in_reply_to_status_id_y', 'in_reply_to_status_id_str',
       'in_reply_to_user_id_y', 'in_reply_to_user_id_str',
       'in_reply_to_screen_name', 'first_prediction', 'first_prediction_confidence',
       'is_first_prediction_dog', 'second_prediction',
       'second_prediction_confidence', 'is_second_prediction_dog',
       'third_prediction', 'third_prediction_confidence',
       'is_third_prediction_dog','retweeted_status_id',
                                'retweeted_status_user_id','retweeted_status_timestamp', 'expanded_urls','user', 'geo',
       'coordinates','contributors', 'is_quote_status', 'possibly_sensitive', 'possibly_sensitive_appealable', 'lang', 'possibly_sensitive_appealable', 'lang',
       'retweeted_status', 'quoted_status_id', 'quoted_status_id_str',
       'quoted_status','place'],inplace=True)

Test

In [72]:
master_df_clean.dtypes
Out[72]:
tweet_id                           object
timestamp             datetime64[ns, UTC]
text                               object
rating_numerator                    int64
rating_denominator                  int64
name                               object
created_at            datetime64[ns, UTC]
retweet_count                       int64
favorite_count                      int64
favorited                            bool
retweeted                            bool
jpg_url                            object
img_num                             int64
gender                             object
life_stage                         object
prediction_breed                   object
confidence                        float64
dtype: object

Step 4: Storing Data

In [73]:
#Storing the clean dataset as a csv
master_df_clean.to_csv('twitter_archive_master.csv',index=False)
In [74]:
twitter_archive_master=pd.read_csv('/content/twitter_archive_master.csv')
twitter_archive_master.head()
Out[74]:
tweet_id timestamp text rating_numerator rating_denominator name created_at retweet_count favorite_count favorited retweeted jpg_url img_num gender life_stage prediction_breed confidence
0 892420643555336193 2017-08-01 16:23:56+00:00 This is Phineas. He's a mystical boy. Only eve... 13 10 Phineas 2017-08-01 16:23:56+00:00 8853 39467 False False https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg 1 male None None 0.000000
1 892177421306343426 2017-08-01 00:17:27+00:00 This is Tilly. She's just checking pup on you.... 13 10 Tilly 2017-08-01 00:17:27+00:00 6514 33819 False False https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg 1 female None Chihuahua 0.323581
2 891815181378084864 2017-07-31 00:18:03+00:00 This is Archie. He is a rare Norwegian Pouncin... 12 10 Archie 2017-07-31 00:18:03+00:00 4328 25461 False False https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg 1 male None Chihuahua 0.716012
3 891689557279858688 2017-07-30 15:58:51+00:00 This is Darla. She commenced a snooze mid meal... 13 10 Darla 2017-07-30 15:58:51+00:00 8964 42908 False False https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg 1 female None Labrador retriever 0.168086
4 891327558926688256 2017-07-29 16:00:24+00:00 This is Franklin. He would like you to stop ca... 12 10 Franklin 2017-07-29 16:00:24+00:00 9774 41048 False False https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg 2 male None Basset 0.555712
In [75]:
twitter_archive_master.dtypes
Out[75]:
tweet_id                int64
timestamp              object
text                   object
rating_numerator        int64
rating_denominator      int64
name                   object
created_at             object
retweet_count           int64
favorite_count          int64
favorited                bool
retweeted                bool
jpg_url                object
img_num                 int64
gender                 object
life_stage             object
prediction_breed       object
confidence            float64
dtype: object

Step 5: Analyzing and Visualizing Data

In [76]:
#Importing relevant libraries
import matplotlib.pyplot as plt
import seaborn as sns

Which is the most common dog name

In [77]:
# Histogram to visualize dog breeeds
twitter_archive_master_new=twitter_archive_master[twitter_archive_master['name']!='None']

twitter_archive_master_new.name.value_counts().sort_values(ascending=False)[:15].plot(kind='barh',title='Most Common dog names')
plt.xlabel('Dog name')
plt.ylabel('Count');

The most common dog name is Charlie

What is the distribution of dog genders

In [78]:
twitter_archive_master.gender.value_counts().plot(kind='pie',autopct='%1.1f%%',shadow=True,explode=(0.1,0,0))
plt.title('Dog gender distribution');

Male dogs are the most popular genders contributing to 70% of known genders

Which is the most popular predicted dog breed in terms of retweets and favorites count

In [79]:
twitter_archive_master.groupby('prediction_breed')
# Retweet count
highest_retweet_count = (twitter_archive_master.groupby(['prediction_breed']).max()['retweet_count'])
highest_retweet_count.sort_values(ascending = False).head(10)
Out[79]:
prediction_breed
Labrador retriever    79515
Chihuahua             56625
Eskimo dog            52360
Lakeland terrier      48265
English springer      45849
Standard poodle       42228
Cocker spaniel        37911
None                  33421
French bulldog        32883
Whippet               31989
Name: retweet_count, dtype: int64
In [80]:
# Favorites count
highest_favorites_count = (twitter_archive_master.groupby(['prediction_breed']).max()['favorite_count'])
highest_favorites_count.sort_values(ascending = False).head(10)
Out[80]:
prediction_breed
Lakeland terrier            132810
Labrador retriever          131075
English springer            107956
French bulldog              106827
Golden retriever             85011
Malamute                     75193
Eskimo dog                   75163
Chesapeake bay retriever     71144
Pembroke                     69871
Italian greyhound            68152
Name: favorite_count, dtype: int64

The most retweeted dog breed is Chihuahua followed by English springer . It's interesting the same is not for favorites count with English springer leading in the favorites and Chihuahua nowhere near the top ten

Which is the most and least retweeted photo

In [81]:
!pip install pillow
from PIL import Image
import requests
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Requirement already satisfied: pillow in /usr/local/lib/python3.7/dist-packages (7.1.2)
In [82]:
#Most reweeted photo
twitter_archive_master[twitter_archive_master.retweet_count==twitter_archive_master.retweet_count.max()]
Out[82]:
tweet_id timestamp text rating_numerator rating_denominator name created_at retweet_count favorite_count favorited retweeted jpg_url img_num gender life_stage prediction_breed confidence
810 744234799360020481 2016-06-18 18:26:18+00:00 Here's a doggo realizing you can stand in a po... 13 10 None 2016-06-18 18:26:18+00:00 79515 131075 False False https://pbs.twimg.com/ext_tw_video_thumb/74423... 1 None None Labrador retriever 0.825333
In [83]:
most_retweeted=Image.open(requests.get('https://pbs.twimg.com/ext_tw_video_thumb/807106774843039744/pu/img/8XZg1xW35Xp2J6JW.jpg',stream=True).raw)
most_retweeted
Out[83]:
In [84]:
#Least reweeted photo
twitter_archive_master[twitter_archive_master.retweet_count==twitter_archive_master.retweet_count.min()]
Out[84]:
tweet_id timestamp text rating_numerator rating_denominator name created_at retweet_count favorite_count favorited retweeted jpg_url img_num gender life_stage prediction_breed confidence
1991 666102155909144576 2015-11-16 03:55:04+00:00 Oh my. Here you are seeing an Adobe Setter giv... 11 10 None 2015-11-16 03:55:04+00:00 16 81 False False https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg 1 None None English setter 0.298617
In [85]:
least_retweeted=Image.open(requests.get('https://pbs.twimg.com/media/CT-yU5QWwAEjLX5.jpg',stream=True).raw)
least_retweeted
Out[85]:

Which is the most and least liked photo

In [86]:
#Most liked
twitter_archive_master[twitter_archive_master.favorite_count==twitter_archive_master.favorite_count.max()]
Out[86]:
tweet_id timestamp text rating_numerator rating_denominator name created_at retweet_count favorite_count favorited retweeted jpg_url img_num gender life_stage prediction_breed confidence
325 822872901745569793 2017-01-21 18:26:02+00:00 Here's a super supportive puppo participating ... 13 10 None 2017-01-21 18:26:02+00:00 48265 132810 False False https://pbs.twimg.com/media/C2tugXLXgAArJO4.jpg 1 None None Lakeland terrier 0.196015
In [87]:
most_liked=Image.open(requests.get('https://pbs.twimg.com/ext_tw_video_thumb/879415784908390401/pu/img/cX7XI1TnUsseGET5.jpg',stream=True).raw)
most_liked
Out[87]:
In [88]:
#Least liked
twitter_archive_master[twitter_archive_master.favorite_count==twitter_archive_master.favorite_count.min()]
Out[88]:
tweet_id timestamp text rating_numerator rating_denominator name created_at retweet_count favorite_count favorited retweeted jpg_url img_num gender life_stage prediction_breed confidence
32 885311592912609280 2017-07-13 01:35:06+00:00 RT @dog_rates: This is Lilly. She just paralle... 13 10 Lilly 2017-07-13 01:35:06+00:00 19297 0 False False https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg 1 female None Labrador retriever 0.908703
67 877611172832227328 2017-06-21 19:36:23+00:00 RT @rachel2195: @dog_rates the boyfriend and h... 14 10 None 2017-06-21 19:36:23+00:00 83 0 False False https://pbs.twimg.com/media/DCszHgmW0AAmIpT.jpg 1 male None Irish setter 0.364729
81 873697596434513921 2017-06-11 00:25:14+00:00 RT @dog_rates: This is Walter. He won't start ... 14 10 Walter 2017-06-11 00:25:14+00:00 12518 0 False False https://pbs.twimg.com/media/DA7iHL5U0AA1OQo.jpg 1 male None French bulldog 0.099984
108 867072653475098625 2017-05-23 17:40:04+00:00 RT @rachaeleasler: these @dog_rates hats are 1... 13 10 None 2017-05-23 17:40:04+00:00 135 0 False False https://pbs.twimg.com/media/DAElHfmUMAEH9lB.jpg 1 None None Blenheim spaniel 0.352946
128 861769973181624320 2017-05-09 02:29:07+00:00 RT @dog_rates: "Good afternoon class today we'... 13 10 None 2017-05-09 02:29:07+00:00 37911 0 False False https://pbs.twimg.com/media/CzG425nWgAAnP7P.jpg 2 male puppo Cocker spaniel 0.046403
132 860924035999428608 2017-05-06 18:27:40+00:00 RT @tallylott: h*ckin adorable promposal. 13/1... 13 10 None 2017-05-06 18:27:40+00:00 882 0 False False https://pbs.twimg.com/media/C_KVJjDXsAEUCWn.jpg 2 None None None 0.000000
169 851953902622658560 2017-04-12 00:23:33+00:00 RT @dog_rates: This is Astrid. She's a guide d... 13 10 Astrid 2017-04-12 00:23:33+00:00 10706 0 False False https://pbs.twimg.com/media/C4KHj-nWQAA3poV.jpg 1 female None Staffordshire bullterrier 0.757547
170 851861385021730816 2017-04-11 18:15:55+00:00 RT @eddie_coe98: Thanks @dog_rates completed m... 10 10 None 2017-04-11 18:15:55+00:00 23 0 False False https://pbs.twimg.com/media/C8W6sY_W0AEmttW.jpg 1 None None None 0.000000
185 847971574464610304 2017-04-01 00:39:12+00:00 RT @basic_vacek_: I love my new mug easy 13/10... 13 10 None 2017-04-01 00:39:12+00:00 482 0 False False https://pbs.twimg.com/media/C8SZH1EWAAAIRRF.jpg 1 None None None 0.000000
208 842892208864923648 2017-03-18 00:15:37+00:00 RT @dog_rates: This is Stephan. He just wants ... 13 10 Stephan 2017-03-18 00:15:37+00:00 56625 0 False False https://pbs.twimg.com/ext_tw_video_thumb/80710... 1 male None Chihuahua 0.505370
214 841833993020538882 2017-03-15 02:10:39+00:00 RT @dog_rates: This is Ken. His cheeks are mag... 13 10 Ken 2017-03-15 02:10:39+00:00 17504 0 False False https://pbs.twimg.com/ext_tw_video_thumb/81742... 1 male None Samoyed 0.201358
225 839290600511926273 2017-03-08 01:44:07+00:00 RT @alexmartindawg: THE DRINK IS DR. PUPPER 10... 10 10 None 2017-03-08 01:44:07+00:00 158 0 False False https://pbs.twimg.com/media/C6XBt9XXEAEEW9U.jpg 1 None None None 0.000000
228 838916489579200512 2017-03-07 00:57:32+00:00 RT @KibaDva: I collected all the good dogs!! 1... 15 10 None 2017-03-07 00:57:32+00:00 38 0 False False https://pbs.twimg.com/media/C6RkiQZUsAAM4R4.jpg 2 None None None 0.000000
237 837012587749474308 2017-03-01 18:52:06+00:00 RT @KennyFromDaBlok: 14/10 h*ckin good hats. w... 14 10 None 2017-03-01 18:52:06+00:00 88 0 False False https://pbs.twimg.com/media/C52pYJXWgAA2BEf.jpg 1 None None None 0.000000
262 832769181346996225 2017-02-18 01:50:19+00:00 RT @EmilieGambril: 12/10 h*cking excited about... 12 10 None 2017-02-18 01:50:19+00:00 43 0 False False https://pbs.twimg.com/media/C46UmzSVMAAqBug.jpg 1 None None None 0.000000
268 832215726631055365 2017-02-16 13:11:05+00:00 RT @dog_rates: This is Moreton. He's the Good ... 13 10 Moreton 2017-02-16 13:11:05+00:00 10723 0 False False https://pbs.twimg.com/media/CwJR1okWIAA6XMp.jpg 1 male None Afghan hound 0.274637
269 832040443403784192 2017-02-16 01:34:34+00:00 RT @dog_rates: This is Klein. These pics were ... 12 10 Klein 2017-02-16 01:34:34+00:00 11131 0 False False https://pbs.twimg.com/media/Cq9guJ5WgAADfpF.jpg 1 male None Miniature pinscher 0.796313
282 829878982036299777 2017-02-10 02:25:42+00:00 RT @dog_rates: This is Loki. He smiles like El... 12 10 Loki 2017-02-10 02:25:42+00:00 5757 0 False False https://pbs.twimg.com/media/C3nygbBWQAAjwcW.jpg 1 male None Golden retriever 0.617389
314 824796380199809024 2017-01-27 01:49:15+00:00 RT @dog_rates: This is Bailey. She loves going... 11 10 Bailey 2017-01-27 01:49:15+00:00 6288 0 False False https://pbs.twimg.com/media/CwiuEJmW8AAZnit.jpg 2 female doggo None 0.000000
323 823269594223824897 2017-01-22 20:42:21+00:00 RT @dog_rates: We only rate dogs. Please don't... 11 10 None 2017-01-22 20:42:21+00:00 11421 0 False False https://pbs.twimg.com/media/C2kzTGxWEAEOpPL.jpg 1 None None Samoyed 0.585441
327 822647212903690241 2017-01-21 03:29:14+00:00 RT @dog_rates: This is Paisley. She really wan... 13 10 Paisley 2017-01-21 03:29:14+00:00 7390 0 False False https://pbs.twimg.com/media/C2oRbOuWEAAbVSl.jpg 1 female doggo Samoyed 0.416769
331 821813639212650496 2017-01-18 20:16:54+00:00 RT @dog_rates: Meet Hercules. He can have what... 12 10 Hercules 2017-01-18 20:16:54+00:00 3839 0 False False https://pbs.twimg.com/media/CtVAvX-WIAAcGTf.jpg 1 male None Saint bernard 0.995143
340 820446719150292993 2017-01-15 01:45:15+00:00 RT @dog_rates: This is Peaches. She's the ulti... 13 10 Peaches 2017-01-15 01:45:15+00:00 2980 0 False False https://pbs.twimg.com/media/CxqsX-8XUAAEvjD.jpg 3 female None Golden retriever 0.938048
349 819015337530290176 2017-01-11 02:57:27+00:00 RT @dog_rates: This is Bo. He was a very good ... 14 10 Bo 2017-01-11 02:57:27+00:00 42228 0 False False https://pbs.twimg.com/media/C12whDoVEAALRxa.jpg 1 male None Standard poodle 0.351308
350 819015331746349057 2017-01-11 02:57:26+00:00 RT @dog_rates: This is Sunny. She was also a v... 14 10 Sunny 2017-01-11 02:57:26+00:00 21794 0 False False https://pbs.twimg.com/media/C12x-JTVIAAzdfl.jpg 4 female None None 0.000000
353 818588835076603904 2017-01-09 22:42:41+00:00 RT @dog_rates: This is Chelsea. She forgot how... 11 10 Chelsea 2017-01-09 22:42:41+00:00 7126 0 False False https://pbs.twimg.com/media/Crwxb5yWgAAX5P_.jpg 1 female None Norwegian elkhound 0.372202
361 817181837579653120 2017-01-06 01:31:47+00:00 RT @dog_rates: Here's a pupper with squeaky hi... 13 10 None 2017-01-06 01:31:47+00:00 9907 0 False False https://pbs.twimg.com/ext_tw_video_thumb/81596... 1 None None Tibetan mastiff 0.506312
365 816829038950027264 2017-01-05 02:09:53+00:00 RT @dog_rates: This is Betty. She's assisting ... 12 10 Betty 2017-01-05 02:09:53+00:00 5496 0 False False https://pbs.twimg.com/media/CvoBPWRWgAA4het.jpg 1 female None Golden retriever 0.245773
371 816014286006976512 2017-01-02 20:12:21+00:00 RT @dog_rates: This is Larry. He has no self c... 11 10 Larry 2017-01-02 20:12:21+00:00 6154 0 False False https://pbs.twimg.com/media/CiibOMzUYAA9Mxz.jpg 1 male None English setter 0.677408
380 813944609378369540 2016-12-28 03:08:11+00:00 RT @dog_rates: This is Bruce. He never backs d... 11 10 Bruce 2016-12-28 03:08:11+00:00 3732 0 False False https://pbs.twimg.com/media/Cveg1-NXgAASaaT.jpg 1 male None Labrador retriever 0.427742
411 809808892968534016 2016-12-16 17:14:20+00:00 RT @dog_rates: This is Maximus. His face is st... 12 10 Maximus 2016-12-16 17:14:20+00:00 5711 0 False False https://pbs.twimg.com/media/CwS4aqZXUAAe3IO.jpg 1 male None Labrador retriever 0.861651
418 808134635716833280 2016-12-12 02:21:26+00:00 RT @dog_rates: This is Milo. I would do terrib... 13 10 Milo 2016-12-12 02:21:26+00:00 6961 0 False False https://pbs.twimg.com/media/Cx5R8wPVEAALa9r.jpg 1 None None Cocker spaniel 0.740220
422 807059379405148160 2016-12-09 03:08:45+00:00 RT @dog_rates: This is Cali. She arrived preas... 12 10 Cali 2016-12-09 03:08:45+00:00 8521 0 False False https://pbs.twimg.com/media/Ct2qO5PXEAE6eB0.jpg 1 female None Golden retriever 0.171393
425 806242860592926720 2016-12-06 21:04:11+00:00 RT @dog_rates: This is Dave. He's currently in... 12 10 Dave 2016-12-06 21:04:11+00:00 13616 0 False False https://pbs.twimg.com/media/Ct72q9jWcAAhlnw.jpg 2 male None Cardigan 0.593858
427 805958939288408065 2016-12-06 02:15:59+00:00 RT @dog_rates: This is Penny. She fought a bee... 10 10 Penny 2016-12-06 02:15:59+00:00 6238 0 False False https://pbs.twimg.com/media/CtzKC7zXEAALfSo.jpg 1 female puppo Irish setter 0.574557
434 804413760345620481 2016-12-01 19:56:00+00:00 RT @dog_rates: This is Rusty. He's going D1 fo... 13 10 Rusty 2016-12-01 19:56:00+00:00 3712 0 False False https://pbs.twimg.com/media/CuRDF-XWcAIZSer.jpg 1 male doggo Chow 0.090341
437 803692223237865472 2016-11-29 20:08:52+00:00 RT @dog_rates: I present to you... Dog Jesus. ... 13 10 None 2016-11-29 20:08:52+00:00 8689 0 False False https://pbs.twimg.com/media/CZhn-QAWwAASQan.jpg 1 None doggo Lakeland terrier 0.530104
442 802624713319034886 2016-11-26 21:26:58+00:00 RT @dog_rates: "Yep... just as I suspected. Yo... 12 10 None 2016-11-26 21:26:58+00:00 3403 0 False False https://pbs.twimg.com/media/CsrjryzWgAAZY00.jpg 1 None None Cocker spaniel 0.253442
446 802247111496568832 2016-11-25 20:26:31+00:00 RT @dog_rates: Everybody drop what you're doin... 13 10 None 2016-11-25 20:26:31+00:00 5247 0 False False https://pbs.twimg.com/media/Cs_DYr1XEAA54Pu.jpg 1 None None Chihuahua 0.721188
455 800443802682937345 2016-11-20 21:00:48+00:00 RT @dog_rates: This is Sampson. He's about to ... 11 10 Sampson 2016-11-20 21:00:48+00:00 5068 0 False False https://pbs.twimg.com/media/CsVO7ljW8AAckRD.jpg 1 male None None 0.000000
458 799774291445383169 2016-11-19 00:40:24+00:00 RT @dog_rates: This is Tucker. He would like a... 13 10 Tucker 2016-11-19 00:40:24+00:00 5488 0 False False https://pbs.twimg.com/media/CsGnz64WYAEIDHJ.jpg 1 male None Chow 0.316565
465 798697898615730177 2016-11-16 01:23:12+00:00 RT @dog_rates: This is Stubert. He just arrive... 10 10 Stubert 2016-11-16 01:23:12+00:00 7602 0 False False https://pbs.twimg.com/media/CeRoBaxWEAABi0X.jpg 1 male None Labrador retriever 0.868671
466 798694562394996736 2016-11-16 01:09:57+00:00 RT @dog_rates: I'm not sure what's happening h... 12 10 None 2016-11-16 01:09:57+00:00 5812 0 False False https://pbs.twimg.com/media/Cbs3DOAXIAAp3Bd.jpg 1 None None Chihuahua 0.615163
467 798673117451325440 2016-11-15 23:44:44+00:00 RT @dog_rates: I shall call him squishy and he... 13 10 None 2016-11-15 23:44:44+00:00 6485 0 False False https://pbs.twimg.com/media/CV_cnjHWUAADc-c.jpg 1 male None None 0.000000
468 798665375516884993 2016-11-15 23:13:58+00:00 RT @dog_rates: This is Lola. She fell asleep o... 10 10 Lola 2016-11-15 23:13:58+00:00 4519 0 False False https://pbs.twimg.com/media/CVMOlMiWwAA4Yxl.jpg 1 female None Chow 0.243529
469 798644042770751489 2016-11-15 21:49:12+00:00 RT @dog_rates: This is Paull. He just stubbed ... 10 10 Paull 2016-11-15 21:49:12+00:00 2153 0 False False https://pbs.twimg.com/media/CU3mITUWIAAfyQS.jpg 1 male pupper English springer 0.403698
470 798628517273620480 2016-11-15 20:47:30+00:00 RT @dog_rates: This a Norwegian Pewterschmidt ... 12 10 None 2016-11-15 20:47:30+00:00 2272 0 False False https://pbs.twimg.com/media/CUN4Or5UAAAa5K4.jpg 1 None None Beagle 0.636169
471 798340744599797760 2016-11-15 01:44:00+00:00 RT @dog_rates: This is Davey. He'll have your ... 11 10 Davey 2016-11-15 01:44:00+00:00 3924 0 False False https://pbs.twimg.com/media/CrXhIqBW8AA6Bse.jpg 1 None None Papillon 0.533180
480 796177847564038144 2016-11-09 02:29:25+00:00 RT @dog_rates: This is Ruby. She just turned o... 11 10 Ruby 2016-11-09 02:29:25+00:00 16628 0 False False https://pbs.twimg.com/media/Cwx99rpW8AMk_Ie.jpg 1 female None Golden retriever 0.600276
486 794983741416415232 2016-11-05 19:24:28+00:00 RT @dog_rates: This is Rizzy. She smiles a lot... 12 10 Rizzy 2016-11-05 19:24:28+00:00 3942 0 False False https://pbs.twimg.com/media/CvT6IV6WEAQhhV5.jpg 3 female None Schipperke 0.363272
488 794355576146903043 2016-11-04 01:48:22+00:00 RT @dog_rates: This is Butter. She can have wh... 12 10 Butter 2016-11-04 01:48:22+00:00 12014 0 False False https://pbs.twimg.com/media/CvJCabcWgAIoUxW.jpg 1 female None Cocker spaniel 0.500509
492 793614319594401792 2016-11-02 00:42:53+00:00 RT @dog_rates: When she says you're a good boy... 13 10 None 2016-11-02 00:42:53+00:00 3661 0 False False https://pbs.twimg.com/media/CvyVxQRWEAAdSZS.jpg 1 male None Golden retriever 0.705092
513 791026214425268224 2016-10-25 21:18:40+00:00 RT @dog_rates: This is Alfie. He's touching a ... 11 10 Alfie 2016-10-25 21:18:40+00:00 4858 0 False False https://pbs.twimg.com/media/CpmyNumW8AAAJGj.jpg 1 male None Malamute 0.375098
515 790723298204217344 2016-10-25 01:14:59+00:00 RT @dog_rates: This is Happy. He's a bathtub r... 12 10 Happy 2016-10-25 01:14:59+00:00 2704 0 False False https://pbs.twimg.com/media/CvaYgDOWgAEfjls.jpg 1 male None Golden retriever 0.078530
527 788070120937619456 2016-10-17 17:32:13+00:00 RT @dog_rates: This is Bo and Ty. Bo eats pape... 11 10 Bo 2016-10-17 17:32:13+00:00 3952 0 False False https://pbs.twimg.com/media/Co-hmcYXYAASkiG.jpg 1 None None Golden retriever 0.735163
539 786036967502913536 2016-10-12 02:53:11+00:00 RT @dog_rates: This is Scout. He really wants ... 11 10 Scout 2016-10-12 02:53:11+00:00 8237 0 False False https://pbs.twimg.com/media/CtKHLuCWYAA2TTs.jpg 1 male None Golden retriever 0.993830
553 783347506784731136 2016-10-04 16:46:14+00:00 RT @dog_rates: This is Kenny. He just wants to... 11 10 Kenny 2016-10-04 16:46:14+00:00 6533 0 False False https://pbs.twimg.com/media/CVuQ2LeUsAAIe3s.jpg 1 male None Cardigan 0.611525
558 782021823840026624 2016-10-01 00:58:26+00:00 RT @dog_rates: This is Harper. She scraped her... 12 10 Harper 2016-10-01 00:58:26+00:00 7236 0 False False https://pbs.twimg.com/media/CdHwZd0VIAA4792.jpg 1 female None Golden retriever 0.383223
568 780496263422808064 2016-09-26 19:56:24+00:00 RT @dog_rates: This is Bell. She likes holding... 12 10 Bell 2016-09-26 19:56:24+00:00 4319 0 False False https://pbs.twimg.com/media/Ck2d7tJWUAEPTL3.jpg 1 female None Pug 0.997310
569 780476555013349377 2016-09-26 18:38:05+00:00 RT @Patreon: Well. @dog_rates is on Patreon. \... 12 10 None 2016-09-26 18:38:05+00:00 136 0 False False https://pbs.twimg.com/tweet_video_thumb/CtTFZZ... 1 None None Pug 0.919255
579 778396591732486144 2016-09-21 00:53:04+00:00 RT @dog_rates: This is an East African Chalupa... 10 10 None 2016-09-21 00:53:04+00:00 14198 0 False False https://pbs.twimg.com/media/CcG07BYW0AErrC9.jpg 1 None None None 0.000000
585 777641927919427584 2016-09-18 22:54:18+00:00 RT @dog_rates: This is Arnie. He's a Nova Scot... 12 10 Arnie 2016-09-18 22:54:18+00:00 4947 0 False False https://pbs.twimg.com/media/CmoPdmHW8AAi8BI.jpg 1 male None Golden retriever 0.964929
588 776819012571455488 2016-09-16 16:24:19+00:00 RT @dog_rates: Everybody look at this beautifu... 13 10 None 2016-09-16 16:24:19+00:00 15839 0 False False https://pbs.twimg.com/media/CW88XN4WsAAlo8r.jpg 3 None None Chihuahua 0.346545
594 775898661951791106 2016-09-14 03:27:11+00:00 RT @dog_rates: Like father (doggo), like son (... 12 10 None 2016-09-14 03:27:11+00:00 17621 0 False False https://pbs.twimg.com/media/CiyHLocU4AI2pJu.jpg 1 None None Golden retriever 0.945523
611 772615324260794368 2016-09-05 02:00:22+00:00 RT @dog_rates: This is Gromit. He's pupset bec... 10 10 Gromit 2016-09-05 02:00:22+00:00 3914 0 False False https://pbs.twimg.com/media/Cp6db4-XYAAMmqL.jpg 1 male None Dalmatian 0.556595
620 771171053431250945 2016-09-01 02:21:21+00:00 RT @dog_rates: This is Frankie. He's wearing b... 11 10 Frankie 2016-09-01 02:21:21+00:00 8705 0 False False https://pbs.twimg.com/media/CVgdFjNWEAAxmbq.jpg 3 male None Samoyed 0.978833
629 770093767776997377 2016-08-29 03:00:36+00:00 RT @dog_rates: This is just downright precious... 12 10 Just 2016-08-29 03:00:36+00:00 3520 0 False False https://pbs.twimg.com/media/CkjMx99UoAM2B1a.jpg 1 None None Golden retriever 0.843799
648 766078092750233600 2016-08-18 01:03:45+00:00 RT @dog_rates: This is Colby. He's currently r... 12 10 Colby 2016-08-18 01:03:45+00:00 2970 0 False False https://pbs.twimg.com/media/ChK1tdBWwAQ1flD.jpg 1 male None Toy poodle 0.420463
665 761750502866649088 2016-08-06 02:27:27+00:00 RT @dog_rates: "Tristan do not speak to me wit... 10 10 None 2016-08-06 02:27:27+00:00 4535 0 False False https://pbs.twimg.com/media/CYLDikFWEAAIy1y.jpg 1 None None Golden retriever 0.586937
669 761371037149827077 2016-08-05 01:19:35+00:00 RT @dog_rates: Oh. My. God. 13/10 magical af h... 13 10 None 2016-08-05 01:19:35+00:00 20500 0 False False https://pbs.twimg.com/tweet_video_thumb/CeBym7... 1 None None None 0.000000
683 759566828574212096 2016-07-31 01:50:18+00:00 RT @dog_rates: This... is a Tyrannosaurus rex.... 10 10 None 2016-07-31 01:50:18+00:00 24319 0 False False https://pbs.twimg.com/media/CkNjahBXAAQ2kWo.jpg 1 None None Labrador retriever 0.967397
687 759159934323924993 2016-07-29 22:53:27+00:00 RT @dog_rates: AT DAWN...\nWE RIDE\n\n11/10 ht... 11 10 None 2016-07-29 22:53:27+00:00 1359 0 False False https://pbs.twimg.com/media/CU1zsMSUAAAS0qW.jpg 1 None doggo Irish terrier 0.254856
699 757729163776290825 2016-07-26 00:08:05+00:00 RT @dog_rates: This is Chompsky. He lives up t... 11 10 Chompsky 2016-07-26 00:08:05+00:00 9299 0 False False https://pbs.twimg.com/media/CWyD2HGUYAQ1Xa7.jpg 2 male None Schipperke 0.045519
702 757597904299253760 2016-07-25 15:26:30+00:00 RT @jon_hill987: @dog_rates There is a cunning... 11 10 None 2016-07-25 15:26:30+00:00 336 0 False False https://pbs.twimg.com/media/CoOGZjiWAAEMKGx.jpg 1 None None None 0.000000
717 754874841593970688 2016-07-18 03:06:01+00:00 RT @dog_rates: This is Rubio. He has too much ... 11 10 Rubio 2016-07-18 03:06:01+00:00 9193 0 False False https://pbs.twimg.com/media/CWza7kpWcAAdYLc.jpg 1 male None Pug 0.272205
735 752309394570878976 2016-07-11 01:11:51+00:00 RT @dog_rates: Everyone needs to watch this. 1... 13 10 None 2016-07-11 01:11:51+00:00 18963 0 False False https://pbs.twimg.com/ext_tw_video_thumb/67535... 1 None None Golden retriever 0.181351
987 711998809858043904 2016-03-21 19:31:59+00:00 RT @twitter: @dog_rates Awesome Tweet! 12/10. ... 12 10 None 2016-03-21 19:31:59+00:00 138 0 False False https://pbs.twimg.com/tweet_video_thumb/CeGGkW... 1 None puppo Kuvasz 0.059895
1913 667550904950915073 2015-11-20 03:51:52+00:00 RT @dogratingrating: Exceptional talent. Origi... 12 10 None 2015-11-20 03:51:52+00:00 37 0 False False https://pbs.twimg.com/media/CUOb_gUUkAACXdS.jpg 1 None pupper Vizsla 0.000081
1914 667550882905632768 2015-11-20 03:51:47+00:00 RT @dogratingrating: Unoriginal idea. Blatant ... 5 10 None 2015-11-20 03:51:47+00:00 34 0 False False https://pbs.twimg.com/media/CUObvUJVEAAnYPF.jpg 1 None None None 0.000000
In [89]:
least_liked=Image.open(requests.get('https://pbs.twimg.com/media/C4bTH6nWMAAX_bJ.jpg',stream=True).raw)
least_liked
Out[89]:
In [90]:
#Least liked photo
least_liked_2=Image.open(requests.get('https://pbs.twimg.com/media/CsVO7ljW8AAckRD.jpg',stream=True).raw)
least_liked_2
Out[90]: